1.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
2.Exploring the neural circuitry mechanisms of acupuncture for depression:Insights centered on the nucleus accumbens
Hongyi SUN ; Sihong LUO ; Chengyu ZHANG ; Zihang MENG ; Zhuo CHEN ; Xiaoning LI
The Journal of Practical Medicine 2025;41(22):3618-3624
The pathogenesis and progression of depression are closely associated with functional dysregula-tion in the brain's reward and emotion-modulating circuits.As the central hub of the reward system,the nucleus accumbens(NAc)forms aberrant neural circuits with multiple brain regions-including the ventral tegmental area(VTA),medial prefrontal cortex(mPFC),amygdala(AMY),hippocampus(HIP),and paraventricular nucleus of the thalamus(PVT)-which have been empirically linked to depressive symptomatology.Acupuncture,with its multi-target therapeutic profile,aligns well with the multifactorial and multisystem dysregulation characteristic of depressive disorders.This review systematically examines the functional alterations of the NAc-centered neural circuitry in depression and explores the potential mechanisms of acupuncture intervention.Evidence suggests that acupuncture holistically ameliorates depression by:modulating dopaminergic transmission in the VTA-NAc pathway,enhancing neurotransmitter equilibrium in the mPFC-NAc circuit,bidirectionally regulating emotional stability via the AMY-NAc loop,attenuating HIP-NAc glutamatergic hyperactivity,and optimizing excitatory signaling in the thalamus-NAc circuit.Furthermore,this synthesis emphasizes a systems-level integration of circuit mechanisms,highlighting both the clinical applicability of acupuncture in depression treatment and recent advances in mechanistic research.The findings provide robust theoretical foundations and practical guidance for clinical practice,bridging translational neuroscience with therapeutic innovation.
3.Exploring the neural circuitry mechanisms of acupuncture for depression:Insights centered on the nucleus accumbens
Hongyi SUN ; Sihong LUO ; Chengyu ZHANG ; Zihang MENG ; Zhuo CHEN ; Xiaoning LI
The Journal of Practical Medicine 2025;41(22):3618-3624
The pathogenesis and progression of depression are closely associated with functional dysregula-tion in the brain's reward and emotion-modulating circuits.As the central hub of the reward system,the nucleus accumbens(NAc)forms aberrant neural circuits with multiple brain regions-including the ventral tegmental area(VTA),medial prefrontal cortex(mPFC),amygdala(AMY),hippocampus(HIP),and paraventricular nucleus of the thalamus(PVT)-which have been empirically linked to depressive symptomatology.Acupuncture,with its multi-target therapeutic profile,aligns well with the multifactorial and multisystem dysregulation characteristic of depressive disorders.This review systematically examines the functional alterations of the NAc-centered neural circuitry in depression and explores the potential mechanisms of acupuncture intervention.Evidence suggests that acupuncture holistically ameliorates depression by:modulating dopaminergic transmission in the VTA-NAc pathway,enhancing neurotransmitter equilibrium in the mPFC-NAc circuit,bidirectionally regulating emotional stability via the AMY-NAc loop,attenuating HIP-NAc glutamatergic hyperactivity,and optimizing excitatory signaling in the thalamus-NAc circuit.Furthermore,this synthesis emphasizes a systems-level integration of circuit mechanisms,highlighting both the clinical applicability of acupuncture in depression treatment and recent advances in mechanistic research.The findings provide robust theoretical foundations and practical guidance for clinical practice,bridging translational neuroscience with therapeutic innovation.
4.Development of a radiomics model to discriminate ammonium urate stones from uric acid stones in vivo: A remedy for the diagnostic pitfall of dual-energy computed tomography
Junjiong ZHENG ; Jie ZHANG ; Jinhua CAI ; Yuhui YAO ; Sihong LU ; Zhuo WU ; Zhaoxi CAI ; Aierken TUERXUN ; Jesur BATUR ; Jian HUANG ; Jianqiu KONG ; Tianxin LIN
Chinese Medical Journal 2024;137(9):1095-1104
Background::Dual-energy computed tomography (DECT) is purported to accurately distinguish uric acid stones from non-uric acid stones. However, whether DECT can accurately discriminate ammonium urate stones from uric acid stones remains unknown. Therefore, we aimed to explore whether they can be accurately identified by DECT and to develop a radiomics model to assist in distinguishing them.Methods::This research included two steps. For the first purpose to evaluate the accuracy of DECT in the diagnosis of uric acid stones, 178 urolithiasis patients who underwent preoperative DECT between September 2016 and December 2019 were enrolled. For model construction, 93, 40, and 109 eligible urolithiasis patients treated between February 2013 and October 2022 were assigned to the training, internal validation, and external validation sets, respectively. Radiomics features were extracted from non-contrast CT images, and the least absolute shrinkage and selection operator (LASSO) algorithm was used to develop a radiomics signature. Then, a radiomics model incorporating the radiomics signature and clinical predictors was constructed. The performance of the model (discrimination, calibration, and clinical usefulness) was evaluated.Results::When patients with ammonium urate stones were included in the analysis, the accuracy of DECT in the diagnosis of uric acid stones was significantly decreased. Sixty-two percent of ammonium urate stones were mistakenly diagnosed as uric acid stones by DECT. A radiomics model incorporating the radiomics signature, urine pH value, and urine white blood cell count was constructed. The model achieved good calibration and discrimination {area under the receiver operating characteristic curve (AUC; 95% confidence interval [CI]), 0.944 (0.899–0.989)}, which was internally and externally validated with AUCs of 0.895 (95% CI, 0.796–0.995) and 0.870 (95% CI, 0.769–0.972), respectively. Decision curve analysis revealed the clinical usefulness of the model.Conclusions::DECT cannot accurately differentiate ammonium urate stones from uric acid stones. Our proposed radiomics model can serve as a complementary diagnostic tool for distinguishing them in vivo.
5.Efficacy and safety of acupuncture combined with antihypertensive drugs in the treatment of essential hypertension: a meta-analysis
Min SUN ; Xiang LI ; Lei ZHANG ; Lin TONG ; Sihong LIU ; Hongjie GAO ; Guangkun CHEN ; Huamin ZHANG
International Journal of Traditional Chinese Medicine 2023;45(5):626-632
Objective:To evaluate the efficacy and safety of acupuncture combined with antihypertensive drugs in the treatment of essential hypertension through meta-analysis.Methods:RCTs about acupuncture combined with antihypertensive drugs in the treatment of essential hypertension were retrieved from CNKI, VIP, WANFANG, CBM, PubMed, Embase and Web of Science from the establishment of the databases to January 28, 2022. The risk and quality of literature publication bias were evaluated according to Cochrane 5.1.0 System Evaluation Manual, and relevant data were extracted. RevMan 5.4 software was used for meta-analysis.Results:A total of 36 RCTs involving 2 905 patients were included. Meta-analysis results showed that compared with antihypertensive drugs, acupuncture alone demonstrated advantages in reducing systolic blood pressure [ SMD=-0.70 (-1.05, -0.36), P<0.01], diastolic blood pressure [ SMD=-0.69(-1.06, -0.32), P<0.01], antihypertensive efficacy [ RR=1.11 (1.04, 1.19), P<0.01], symptomes efficacy [ RR=1.21 (1.11, 1.31), P<0.01] and comprehensive efficacy [ RR=1.35 (1.16, 1.57), P<0.01], without serious adverse reactions. Conclusion:Acupuncture alone has good clinical efficacy and safety in the treatment of essential hypertension, compared with antihypertensive drugs alone. However, researches with large samples and high quality are still needed to support the conclusion.
6.The correlation between intraoperative temperature and postoperative neurological prognosis in aortic arch surgery: a single-center retrospective cohort study
Kai ZHU ; Xudong PAN ; Songbo DONG ; Jun ZHENG ; Yongmin LIU ; Sihong ZHENG ; Lizhong SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2022;38(4):223-229
Objective:To explore the correlation between intraoperative cooling temperature and postoperative neurological prognosis in aortic arch surgery.Methods:We observed and collected data from 118 patients who underwent open arch replacement surgery by a single surgeon with mild-to-moderate hypothermic circulatory arrest, from January 2017 to December 2020, in Beijing Anzhen Hospital. According to the bladder temperature during the circulation arrest, 118 patients were divided into 3 groups: T1 group[n=39, (25.58±0.64)℃]; T2 group[n=39, (28.21±0.77)℃]; T3 group[n=40, (30.95±0.97)℃]. Clinical data and operative data were analyzed to assess difference between these 3 groups. Analyze the risk factors of postoperative neurological complications, and explore further the correlation between intraoperative core temperature and postoperative neurological prognosis.Results:Among the 118 patients, the average operation, cardiopulmonary bypass (CPB), block, circulatory arrest, and selective cerebral perfusion (SCP) time were 6.64 h, 188.5 min, 104.19 min, 23.93 min, 28.81 min, respectively. The in-hospital death occurred in 8 patients(6.78%), and permanent neurological dysfunction (PND) in 13 patients(11.02%), transient neurological dysfunction (TND) in 25 patients(21.19%). There was no significant difference in the deaths among the three groups. The incidence of TND and PND in the T3 group was significantly reduced ( P=0.042; P=0.045). In addition, the volume of drainage during the first 24 h and the incidence of re-exploration for bleeding had a relatively obvious decreasing trend ( P=0.005; P=0.012). Through multiple regression analysis, under the adjusted model, the core temperature was independently correlated with the incidence of postoperative PND ( OR=0.51; 95% CI: 0.27-0.97; P=0.0389); in group comparison, the relatively higher core temperature was an independent protective factor for postoperative PND ( OR=0.04; 95% CI: 0.00-0.91; P=0.0434). Conclusion:Our research had preliminary proved that in the open arch replacement surgery, mild hypothermia can reduce the incidence of some complications of deep hypothermia, at the same time improve the prognosis of the neurological prognosis, reduce the incidence of postoperative PND.
7.Retraction note: TGF-β1-regulated miR-3691-3p targets E2F3 and PRDM1 to inhibit prostate cancer progression.
Yue-Mei HU ; Xiao-Li LOU ; Bao-Zhu LIU ; Li SUN ; Shan WAN ; Lei WU ; Xin ZHAO ; Qing ZHOU ; Mao-Min SUN ; Kun TAO ; Yong-Sheng ZHANG ; Shou-Li WANG
Asian Journal of Andrology 2022;24(6):684-684
8.TGF-β1-regulated miR-3691-3p targets
Yue-Mei HU ; Xiao-Li LOU ; Bao-Zhu LIU ; Li SUN ; Shan WAN ; Lei WU ; Xin ZHAO ; Qing ZHOU ; Mao-Min SUN ; Kun TAO ; Yong-Sheng ZHANG ; Shou-Li WANG
Asian Journal of Andrology 2021;23(2):188-196
Transforming growth factor-β1 (TGF-β1) acts as a tumor promoter in advanced prostate cancer (PCa). We speculated that microRNAs (miRNAs) that are inhibited by TGF-β1 might exert anti-tumor effects. To assess this, we identified several miRNAs downregulated by TGF-β1 in PCa cell lines and selected miR-3691-3p for detailed analysis as a candidate anti-oncogene miRNA. miR-3691-3p was expressed at significantly lower levels in human PCa tissue compared with paired benign prostatic hyperplasia tissue, and its expression level correlated inversely with aggressive clinical pathological features. Overexpression of miR-3691-3p in PCa cell lines inhibited proliferation, migration, and invasion, and promoted apoptosis. The miR-3691-3p target genes E2F transcription factor 3 (E2F3) and PR domain containing 1, with ZNF domain (PRDM1) were upregulated in miR-3691-3p-overexpressing PCa cells, and silencing of E2F3 or PRDM1 suppressed PCa cell proliferation, migration, and invasion. Treatment of mice bearing PCa xenografts with a miR-3691-3p agomir inhibited tumor growth and promoted tumor cell apoptosis. Consistent with the negative regulation of E2F3 and PRDM1 by miR-3691-3p, both proteins were overexpressed in clinical PCa specimens compared with noncancerous prostate tissue. Our results indicate that TGF-β1-regulated miR-3691-3p acts as an anti-oncogene in PCa by downregulating E2F3 and PRDM1. These results provide novel insights into the mechanisms by which TGF-β1 contributes to the progression of PCa.
9. Validation and optimization of the indicator system of risk assessment for mechanical cuts
Chuandong FU ; Danyin LIN ; Cankun LIANG ; Xiaoling QIU ; Sihong SUN ; Qing FENG ; Huixia LIU
Chinese Journal of Industrial Hygiene and Occupational Diseases 2019;37(6):449-452
Objective:
To validation and optimization the indicator system of risk assessment for mechanical cuts.
Methods:
The risk assessment index system of mechanical cutting injury established earlier was used to assess the risk of mechanical cutting injury in 40 cases of mechanical cutting injury registered from January 2015 to December 2017 and 40 similar positions without accidents in the same period. The multiple stepwise regression analysis was used to screen the indicator system, and to adjust the weight coefficient of each index. The total coincidence rate and Kappa value were compared between before and after optimization respectively.
Results:
The new index system has 3 first-class indicators, 10 second-class indicators and 14 three-class indicators, fewer than the old index system which has 3 first-class indicators, 10 second-class indicators, 34 three-class indicators. There three indicators have revamped in the first-class. The total of coincidence rates of the new and old indicator systems were 67.50% and 90.00%, the difference was statistically significant (
10.Cell suspension examination versus histopathological technique in detecting sperm in the testis tissue of non-obstructive azoospermia patients undergoing testicular sperm aspiration.
Liang SHI ; Jie YU ; Lai-Qing ZHU ; Xue ZHOU ; Xun WANG ; Guo-Hai SUN ; Chun-Hua ZHANG
National Journal of Andrology 2018;24(7):622-626
ObjectiveTo explore the clinical selection and application of cell suspension examination (CSE) or histopathological technique (HPT) in detecting sperm in the testis tissue obtained by testicular sperm aspiration (TESA) in patients with non-obstructive azoospermia (NOA).
METHODSTotally, 1 006 NOA patients underwent TESA and their testis tissues were subjected to CSE or HPT for sperm detection. Based on the results of CSE, the testicular tissue samples were divided into groups A (with sperm, n = 567) and B (without sperm, n = 439) and the results were compared with those of HPT.
RESULTSHPT showed 508 cases with but 59 without sperm in group A, and 403 with and 36 without sperm in group B. The consistency rate of CSE with that of HPT was 90.56% (Kappa =0.809), and CSE exhibited a significantly higher rate of sperm detection than HPT (56.36% vs 54.08%, P=0.023).
CONCLUSIONSCSE combined with HPT for detecting sperm in the testis tissue of NOA patients undergoing diagnostic TESA helps clinical diagnosis and treatment. The results of CSE have a decisive significance for assisted reproductive therapy, while those of HPT may provide some definite etiological evidence for drug therapy or surgery.
Azoospermia ; Humans ; Male ; Reproductive Techniques, Assisted ; Sperm Retrieval ; Spermatozoa ; Suspensions ; Testis

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