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.Treatment of Chemotherapy-Induced Myelosuppression After Gastric Cancer Surgery:Based on the Relationship Among Spleen,Ying (荣) Qi,and Bone Marrow
Zerun CHENG ; Yuting SUN ; Wenkang ZHANG ; Guanghui ZHU ; Jie LI
Journal of Traditional Chinese Medicine 2026;67(17):1910-1914
Patients with gastric cancer undergoing postoperative chemotherapy often develop myelosuppression due to direct injury to the spleen and stomach caused by surgery, depletion of healthy qi by chemotherapy, impaired generation of ying (荣) qi due to spleen and stomach deficiency, and the accumulation of drug toxicity, which prevents ying qi from reaching and nourishing the bone marrow. Consequently, the bone marrow loses its nourishment and becomes unable to generate blood, leading to myelosuppression. This paper proposes that the core pathogenesis involves failure of the middle jiao (焦) pivot function, dysfunction of ying qi circulation, and insufficient nourishment of essence and marrow. Accordingly, Shengxian Decoction (升陷汤) combined with Danggui Buxue Decoction (当归补血汤) is used as the principal prescription to tonify the middle jiao and uplift center qi, thereby remedying the fundamental insufficiency of ying qi. Modified Compound Danshen Decoction (复方丹参饮) is applied to promote qi circulation, resolve stasis, remove toxin, and unblock collaterals, thereby resolving the obstruction preventing ying qi from reaching the bone marrow. Modified Dabuyuan Decoction (大补元煎) combined with Erzhi Pill (二至丸) is taken as the foundational formula to cultivate the root, replenish marrow, thereby modulating hematopoiesis in bone marrow.
3.Impact of sarcopenia on short-term prognosis of acute-on-chronic liver failure and the predictive gain of combining traditional scoring systems
Tingji WANG ; Jing SUN ; Zhijiao DUAN ; Li ZHANG ; Liping ZHAO ; Yuting YUN ; Yanmei LI
Journal of Clinical Hepatology 2026;42(9):2154-2161
ObjectiveTo investigate the association between sarcopenia and short-term prognosis in patients with acute-on-chronic liver failure (ACLF), to assess the value of Model for End-Stage Liver Disease (MELD), MELD combined with serum sodium concentration (MELD-Na), MELD 3.0, and Chinese Group on the Study of Severe Hepatitis B (COSSH)-ACLF Ⅱ score in predicting the 90-day prognosis of ACLF patients, and to analyze the predictive gain of sarcopenia over traditional prognostic scoring models. MethodsA retrospective study was conducted among 219 patients with ACLF who were hospitalized in The Affiliated Hospital of Inner Mongolia Medical University, No. 2 Hospital of Hohhot, Hohhot First Hospital, and Inner Mongolia People’s Hospital from July 2018 to July 2024. L3 skeletal muscle index (L3-SMI) was measured and calculated based on abdominal computed tomography images, and sarcopenia was diagnosed based on L3-SMI. According to 90-day prognosis, the patients with ACLF were divided into survival group with 124 patients and death group with 95 patients. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups; the independent samples t-test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups. The multivariate Cox regression analysis (stepwise backward approach) was used to identify independent risk factors for 90-day mortality in ACLF patients. The Kaplan-Meier method was used for survival analysis, and the Log-rank test was used for comparison between groups. The receiver operating characteristic curve was plotted to evaluate the predictive performance of each model, and the DeLong test, bootstrap internal validation, net reclassification improvement (NRI), and integrated discrimination improvement (IDI) were used to assess the predictive gain of sarcopenia. ResultsThe multivariate Cox regression analysis showed that presence of sarcopenia (hazard ratio [HR]=3.385, 95% confidence interval [CI]: 1.722 — 6.657, P<0.05), older age (HR=1.036, 95%CI: 1.017 — 1.056, P<0.05), elevated alkaline phosphatase (HR=1.006, 95%CI: 1.004 — 1.009, P<0.05), elevated total bilirubin (HR=1.003, 95%CI: 1.001 — 1.005, P<0.05), elevated potassium (HR=1.581, 95%CI: 1.160 — 2.155, P<0.05), elevated serum creatinine (HR=1.015, 95%CI: 1.007 — 1.024, P<0.05), and prolonged prothrombin time (HR=1.035, 95%CI: 1.015 — 1.055, P<0.05) were independent risk factors for 90-day mortality in ACLF patients, while elevated albumin (HR=0.885, 95%CI: 0.837 — 0.935, P<0.05) was an independent protective factor against 90-day mortality. MELD, MELD-Na, MELD 3.0, and COSSH-ACLF Ⅱ scores had an area under the ROC curve (AUC) of 0.569, 0.570, 0.632, and 0.659, respectively, for predicting the 90-day prognosis of ACLF patients, suggesting that these scores had unsatisfactory performance; after they were respectively combined with sarcopenia, the AUC was increased to 0.702, 0.687, 0.723, and 0.728, respectively. The DeLong test, NRI, and IDI analyses showed the combined models had significantly better predictive performance (all P<0.05). ConclusionSarcopenia is an independent risk factor for 90-day mortality in patients with ACLF. Traditional scoring models have limited predictive performance for 90-day prognosis in ACLF patients, and the combination with sarcopenia significantly improves predictive value, suggesting that sarcopenia can be used as an important supplementary indicator for prognostic evaluation of ACLF in clinical practice.
4.Physical factors and action mechanisms affecting osteogenic/odontogenic differentiation of dental pulp stem cells
Yuting SUN ; Jiayuan WU ; Jian ZHANG
Chinese Journal of Tissue Engineering Research 2025;29(7):1531-1540
BACKGROUND:Dental pulp stem cells are one of the stem cells with great potential in oral and maxillofacial tissue engineering.Compared with mesenchymal stem cells,dental pulp stem cells have the advantages of convenient collection,less ethical problems and higher potential of proliferation and differentiation.Currently,except for biochemical factors,physical stimulation also plays a critical role in the osteogenic/odontogenic differentiation of dental pulp stem cells. OBJECTIVE:To review the relevant physical factors and the possible signaling pathway affecting the osteogenic/odontogenic differentiation of dental pulp stem cells to find the optimal induction conditions affecting their differentiation. METHODS:PubMed and CNKI databases were searched for relevant articles using"dental pulp stem cells(DPSCs),osteogenesis differentiation,odontoblastic differentiation,hypoxia,mechanical force,laser therapy,magnetic fields,microgravity"as English and Chinese search terms.Seventy-nine articles regarding physical factors affecting osteogenic/odontogenic differentiation of dental pulp stem cells were selected for the review. RESULTS AND CONCLUSION:(1)Direct or indirect physical signals in the microenvironment have shown broad application prospects in regulating the directed differentiation of stem cells.Many related physical factors,for example,hypoxia,mechanical stimulation(dynamic hydrostatic pressure,mechanical tension,shear force,etc.),laser,microgravity,and magnetic field,have positive influences on the osteogenic/odontogenic differentiation of dental pulp stem cells.Owing to the complex mechanical environment of stomatognathic system,mechanical stimulation is a key physical factor in changing cellular environment and is also a frontier in tissue engineering.It will provide new ideas for investigating the response of dental pulp stem cells to the mechanical environment in the diagnosis and treatment of oral diseases.(2)Because this field is relatively"young",the parameters of equipment have not been unified and the relevant results are not consistent.The optimal induction parameters and conditions of related physical factors should be further explored and optimized.(3)Scaffold material,one of the three elements of tissue engineering,plays a role in promoting the osteogenic/odontogenic differentiation of dental pulp stem cells,and promotes the development of materials science and clinical technology.(4)The signaling pathways involve Notch,Wnt,MAPK,etc.The biological basis of regulating the behavior of dental pulp stem cells is not clear.The specific mechanism will be further explored in the future to provide new ideas for dental pulp regeneration and bone tissue engineering under the influence of physical factors.
5.Prophylactic salpingectomy as a preventative strategy for ovarian cancer in the general population:a systematic review and meta-analysis
Yuting TANG ; Haiying SUN ; Peiying FU ; Ting ZHOU ; Ronghua LIU
Journal of Gynecologic Oncology 2025;36(1):e8-
Objective:
The impact of prophylactic salpingectomy on the prevention of epithelial ovarian cancer (EOC) remains unclear, particularly in Asian populations where data is lacking. In this systematic review and meta-analysis study, we sought to assess whether prophylactic salpingectomy could reduce the incidence of ovarian cancer in the general population of multiple ethnicities.
Methods:
A systematic review and meta-analysis were conducted using PubMed/MEDLINE, EMBASE, the Cochrane Library, and Web of Science to assess the effectiveness of salpingectomy, bilateral salpingectomy (BS), and unilateral salpingectomy (US) in reducing the risk of EOC and evaluating postoperative outcomes.
Results:
The final analyses included 6 eligible trials (5,747,056 patients), including 1 cohort study and 5 case-control studies. The analyses of these studies demonstrated that women who underwent salpingectomy had a significantly reduced risk of EOC compared to those who did not receive salpingectomy (odds ratio [OR]=0.63; 95% confidence interval [CI]=0.45–0.89; p=0.007). Five studies (5,746,469 patients) indicated a significant reduction in EOC risk among patients who underwent BS (OR=0.48; 95% CI=0.33–0.69; p<0.001).On the other hand, in the analysis of 4 studies (5,745,887 patients) that examined US, the association with EOC risk was not significant despite the protective trend (OR=0.82; 95% CI=0.64–1.06; p=0.12).
Conclusion
Our results indicate BS is an effective strategy for reducing the risk of sporadic EOC, but the results did not lead to the same conclusion for patients who underwent US. When a candidate or patient is undergoing a hysterectomy or has other benign diseases, prophylactic BS may be a safe surgical procedure that carries future benefits in terms of EOC risk.
6.Progress in research of the definition of multimorbidity
Zhiyi CHEN ; Yuting HAN ; Dianjianyi SUN ; Canqing YU ; Yuanjie PANG ; Liming LI ; Jun LYU
Chinese Journal of Epidemiology 2025;46(7):1283-1288
With the rapid global population aging, multimorbidity is becoming a more serious public health problem, to which medical researchers have paid close attention. A standardized definition of multimorbidity is essential for relevant research. However, there is a lack of consensus on the definition of multimorbidity, which makes it difficult to compare results among studies and replicate important findings. Based on the conceptual comparison, this paper summarizes the key dimensions of the definition of multimorbidity, including the number and types of conditions, the granularity of classification, methods for obtaining outcomes, and settings and objectives of research. It also discusses the inherent relationships among the dimensions and their impact on research results, and introduces the characteristics of the commonly used condition lists in current multimorbidity definition research. By suggesting areas for improvement in the multimorbidity definition system, it aims to enhance the understanding of multimorbidity research and achieve consensus on the definition, thereby facilitating further multimorbidity research.
7.Application of hospital-community-home remote pulmonary rehabilitation management in patients with chronic obstructive pulmonary disease
Yijing ZHANG ; Yuting ZHAO ; Xue CAI ; Li SUN
Chinese Journal of Nursing 2025;60(20):2444-2450
Objective To explore the application effect of hospital-community-home remote pulmonary rehabilita-tion management in patients with chronic obstructive pulmonary disease(COPD)and to provide references for clinical nursing practice.Methods The convenience sampling method was adopted to select patients from October 2023 to March 2024.Totally 86 COPD patients admitted to the respiratory department of a tertiary hospital in Nanjing were randomly divided into an experimental group(n=43)and a control group(n=43).The experimental group received the hospital-community-family triadic closed-loop remote pulmonary rehabilitation care,while the control group received only conventional home-based pulmonary rehabilitation care,and the duration of intervention is 3 months.The dif-ferences in adherence to pulmonary rehabilitation training,exercise endurance,degree of dyspnea,quality of life,and lung function were compared between the 2 groups after intervention.Results The experimental group and control group each included 42 cases and 40 cases finally.After intervention,the experimental group showed better out-comes than the control group in adherence to pulmonary rehabilitation training,exercise endurance,degree of dysp-nea,quality of life with statistically significant differences(P<0.05).There were no statistically significant differences between the 2 groups in lung function(P>0.05).Conclusion The hospital-community-family remote pulmonary re-habilitation management can improve COPD patients'adherence to pulmonary rehabilitation training,exercise en-durance,reduce patient's dyspnea symptoms and improve quality of life.
8.Relationship between mechanism of mild hypothermia-induced reduction of neuronal apoptosis during cerebral ischemia-reperfusion and CaMKK2/AMPK signaling pathway in rats
Yuting DAI ; Dandan ZHANG ; Xueting WANG ; Gaofeng ZHANG ; Lixin SUN ; Mingshan WANG
Chinese Journal of Anesthesiology 2025;45(3):358-363
Objective:To evaluate the relationship between the mechanism of mild hypothermia-induced reduction of neuronal apoptosis during cerebral ischemia-reperfusion (I/R) and calcium/calmodulin-dependent protein kinase kinase 2 (CaMKK2)/adenosine monophosphate-activated protein kinase (AMPK) signaling pathway in rats.Methods:Forty SPF male Sprague-Dawley rats, aged 6-8 weeks, weighing 200-250 g, were divided into 5 groups ( n=8 each) using a random number table method: sham operation group (Sham group), cerebral I/R group (IR group), hypothermia + cerebral I/R group (HIR group), hypothermia + cerebral ischemia-reperfusion + solvent group (HIR-DMSO group) and hypothermia + ischemia-reperfusion + CaMKK2 inhibitor STO-609 group (HIR-STO609 group). A global cerebral I/R injury model was established using the four-vessel occlusion method. In HIR group, HIR-DMSO group, and HIR-STO609 group, an ice blanket was used to reduce the body temperature immediately after cerebral ischemia, bringing the core body temperature down to 32.5-33.5 ℃, and rewarming was carried out 4 h later. One hour before developing the model, STO-609 solution 4 μl was injected into the lateral ventricle in HIR-STO609 group, and the equal volume of dimethyl sulfoxide solution was given instead in HIR-DMSO group. At the end of reperfusion, the modified neurological severity score (mNSS) was performed. Then the rats were sacrificed under deep anesthesia, and the hippocampal tissues were taken to observe the pathological results of the hippocampal tissues (using HE staining and Nissl staining) and to determine the apoptosis rate of neurons (by TUNEL method) and expression of B-cell lymphoma 2(Bcl-2), Bcl-2-associated X (Bax), CaMKK2, phosphorylated AMPK (p-AMPK) and AMPK (by Western blot). Results:Compared with Sham group, the mNSS and apoptosis rate of neurons in the hippocampal tissues were significantly increased, the expression of Bax was up-regulated, the expression of Bcl-2, CaMKK2 and p-AMPK was down-regulated, and the ratio of p-AMPK/AMPK was decreased in IR group ( P<0.05). Compared with IR group, the mNSS and apoptosis rate of neurons in the hippocampal tissues were significantly decreased, the expression of Bax was down-regulated, the expression of Bcl-2, CaMKK2 and p-AMPK was up-regulated, and the ratio of p-AMPK/AMPK was increased in HIR group ( P<0.05). Compared with HIR group, the mNSS and apoptosis rate of neurons in the hippocampal tissues were significantly increased, the expression of Bax was up-regulated, the expression of Bcl-2, CaMKK2 and p-AMPK was down-regulated, the ratio of p-AMPK/AMPK was decreased ( P<0.05), and no significant change was found in the aforementioned parameters in HIR-DMSO group ( P>0.05). Conclusions:Mild hypothermia can inhibit neuronal apoptosis by up-regulating the CaMKK2/AMPK signaling pathway, thus reducing cerebral I/R injury in rats.
9.Epigenetic factors associated with peri-implantitis: a review.
Qianhui LI ; Hongye LU ; Mengyuan ZHANG ; Yuting YE ; Qianming CHEN ; Ping SUN
Journal of Zhejiang University. Science. B 2025;26(7):657-674
Peri-implant diseases are characterized by the resorption of hard tissue and the inflammation of soft tissue. Epigenetics refers to alterations in the expression of genes that are not encoded in the DNA sequence, influencing diverse physiological activities, including immune response, inflammation, and bone metabolism. Epigenetic modifications can lead to tissue-specific gene expression variations among individuals and may initiate or exacerbate inflammation and disease predisposition. However, the impact of these factors on peri-implantitis remains inconclusive. To address this gap, we conducted a comprehensive review to investigate the associations between epigenetic mechanisms and peri-implantitis, specifically focusing on DNA methylation and microRNAs (miRNAs or miRs). We searched for relevant literature on PubMed, Web of Science, Scopus, and Google Scholar with keywords including "epigenetics," "peri-implantitis," "DNA methylation," and "microRNA." DNA methylation and miRNAs present a dynamic epigenetic mechanism operating around implants. Epigenetic modifications of genes related to inflammation and osteogenesis provide a new perspective for understanding how local and environmental factors influence the pathogenesis of peri-implantitis. In addition, we assessed the potential application of DNA methylation and miRNAs in the prevention, diagnosis, and treatment of peri-implantitis, aiming to provide a foundation for future studies to explore potential therapeutic targets and develop more effective management strategies for this condition. These findings also have broader implications for understanding the pathogenesis of other inflammation-related oral diseases like periodontitis.
Peri-Implantitis/genetics*
;
Humans
;
Epigenesis, Genetic
;
DNA Methylation
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MicroRNAs/genetics*
10.A chemotherapy nano-booster unlocks wider therapeutic window for prostate cancer treatment.
Rui LIAO ; Yuequan WANG ; Ziqi LIN ; Yuting WANG ; Hongyuan ZHANG ; Qin CHEN ; Shenwu ZHANG ; Jin SUN ; Zhonggui HE ; Cong LUO
Acta Pharmaceutica Sinica B 2025;15(6):3273-3290
Clinical chemotherapy for prostate cancer is still compromised by high treatment thresholds and severe off-target toxicity of drugs. Given the limited progress in improving therapeutic outcomes and reducing toxicity with the existing toolbox, efforts to broaden the chemotherapeutic window are highly desired. Here, we discover that gossypol (GSP, a natural compound) dramatically enhances the chemosensitivity of cabazitaxel (CTX), even at previously ineffective concentrations. Based on this interesting finding, we exploit a carrier-free chemotherapeutic nano-booster for prostate cancer treatment, which is molecularly co-assembled by GSP and cabazitaxel (CTX). GSP not only readily forms nanoassembly with CTX, but also functions as a chemotherapeutic enhancer that unlocks an ultra-low-dose chemotherapeutic window. Not only that, precise dual-drug nanoassembly confers CTX a significantly larger maximum tolerable dose. As expected, the nano-booster exerts striking therapeutic benefits in mouse prostate tumor xenograft models. This study advances chemotherapeutic window expansion and self-sensitized chemotherapy toward clinical applicability.

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