1.Three-class machine learning model based on 18F-FDG PET/CT for predicting EGFR mutation subtypes in lung adenocarcinoma
Xinyu GE ; Jianxiong GAO ; Rong NIU ; Yunmei SHI ; Zhenxing JIANG ; Yan SUN ; Jinbao FENG ; Yuetao WANG ; Xiaonan SHAO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(9):530-536
Objective:To develop and assess a three-class machine learning model for predicting wild-type, 19 del, and 21 L858R mutations of the epidermal growth factor receptor (EGFR) in lung adenocarcinoma using 18F-FDG PET/CT radiomic features and clinical features. Methods:The retrospective data was collected from 703 patients (346 males, 357 females; age (64.3±9.0) years) with lung adenocarcinoma at the First People′s Hospital of Changzhou from January 2018 to June 2023. Patients were divided into the training set (563 cases) and test set (140 cases) at the ratio of 8∶2. Clinical features were selected using recursive feature elimination (RFE). Radiomic features were extracted from PET and CT images, and the optimal feature sets were selected using minimum redundancy maximum relevance (mRMR) and least absolute shrinkage and selection operator (LASSO) methods. Base models were constructed by using random forest (RF), logistic regression (LR), support vector machine (SVM), K-nearest neighbors (KNN), and multi-layer perceptron (MLP), and the stacking method was applied to establish the CT and PET ensemble models. Delong test was used to compare the AUC differences between the PET/CT combined model and the clinical + PET/CT integrated model.Results:Among 703 patients, 273 were with EGFR wild-type, 202 were with 19 del mutation, and 228 were with 21 L858R mutation. In the single-modal analysis, the AUCs of CT ensemble model in the training and test sets were 0.893 and 0.667, respectively, while the AUCs of PET ensemble model were 0.692 and 0.660. The AUC of PET/CT combined model were 0.897 in training set and 0.672 in test set. The AUC of clinical + PET/CT integrated model showed further improvement, with AUCs of 0.902 and 0.721 in training and test sets, respectively. Notably, the clinical + PET/CT integrated model outperformed PET/CT combined model in predicting wild-type EGFR (test set AUC: 0.784 vs 0.707; Z=3.28, P=0.001). Conclusion:The three-class model (clinical + PET/CT integrated model) based on 18F-FDG PET/CT radiomics and clinical features effectively predicts EGFR mutation subtypes in lung adenocarcinoma.
2.Association between skeletal muscle fat content and diabetic peripheral neuropathy in patients with type 2 diabetes mellitus
Jinghe HUANG ; Mingzhu ZOU ; Jingtao QIAO ; Ran WEI ; Zhenxing WANG ; Yan SONG ; Lixin GUO
Chinese Journal of Diabetes 2025;33(5):328-331
Objective To investigate the correlation between skeletal muscle fat content and diabetic peripheral neuropathy(DPN)in patients with type 2 diabetes mellitus(T2DM).Methods 290 patients with T2DM admitted to our hospital were enrolled in this study from January 2023 to February 2024 and divided into two groups according to whether they were complicated with DPN:simple T2DM group(T2DM,n=98)and T2DM with DPN group(DPN,n=192).The general data,biochemical indexes and fat distribution indexes measured based on quantitative CT were compared between the two groups.Spearman correlation was used to analyze the relationship between fat distribution indexes and DPN,logistic regression analysis of influencing factors of T2DM complicated with DPN.Results Age,DM duration,WHR,FIns,insulin resistance index(HOMA-IR)and FF were higher in DPN group than in T2DM group(P<0.05).Ca,subcutaneous abdominal fat area(SFA)and liver fat content were lower in DPN group than in T2DM group(P<0.05).Spearman correlation analysis showed that DPN was negatively correlated with SFA and liver fat content(r=-0.127,-0.123,P<0.05),and positively correlated with FF(r=0.117,P<0.05).Logistic regression analysis showed that without adjusting for confounding factors and adjusting for DM duration,WHR,HOMA-IR,Ca,SFA and liver fat content,FF was an influential factor for DPN in T2DM patients.Conclusions Skeletal muscle FF was associated with DPN in patients with T2DM.
3.Relationship between ABHD5 and Cellular Immune Indexes and Response to Tirelizumab Targeted Therapy in Patients with Advanced NSCLC
Hongyan ZHANG ; Junjie REN ; Zhenxing ZHAO ; Xianlei WANG
Journal of Modern Laboratory Medicine 2025;40(4):8-12,23
Objective To investigate the effect of α/β hydrolase folded protein 5(ABHD5)and cellular immunity markers on the response to tirellizumab targeted therapy in patients with advanced non-small cell lung cancer(NSCLC).Methods A total of 123 patients with advanced NSCLC who received tiralizumab in Kailuan General Hospital from October 2020 to December 2023 were selected.The efficacy of the target lesions was evaluated 4 weeks after treatment,and the patients were divided into response group and non-response group according to the treatment effect.Quantitative real time polymerase chain reaction(RT-qPCR)was used to detect the relative expression of ABHD5 in lesion tissues.The expression level of ABHD5,immune indexes[CD4+T,CD8+T,CD4+T/CD8+T,regulatory T cell(Treg),T helper cell 17(Th17),Treg/Th17]and other clinical indexes were compared between the two groups.Multivariate logistic regression analysis of independent factors influencing response to tirelizumab targeted therapy.The predictive value of ABHD5,CD4+T and CD8+T in non-response to treatment of advanced NSCLC was analyzed by receiver operating characteristic(ROC).ABHD5 expression was correlated with CD4+T and CD8+T cells by Pearson correlation analysis.Results Among the 123 patients enrolled,90 responded to treatment and 33 did not respond.The expression of ABHD5(1.16±0.18)and the levels of CD4+T(31.52%±4.26%)and CD8+T(24.39%±1.87%)cells in the non-response group were lower than those in the response group(1.47±0.21,36.43%±4.08%,29.13%±2.15%),and the levels of Treg(7.24%±0.89%)and Th17(6.23%±1.10%)cells were higher than those in the response group(6.37%±0.91%,5.42%±0.66%),and the differences were statistically significant(t=4.725~11.200,all P<0.05).There were significant differences in tumor size,number of metastases and levels of carcinoembryonic antigen(CEA),albumin(ALB)and total bilirubin(TBIL)between the two groups,and the differences were statistically significant(t=2.969~6.523,all P<0.05).ABHD5 expression and CD4+T,CD8+T cell levels were independent protective factors affecting the response to tirelizumab targeted therapy in advanced NSCLC(Wald χ2=15.803,7.954,8.631,all P<0.05).ABHD5 predicted that the AUC of non-response to treatment of advanced NSCLC was 0.897,which was higher than that of 0.860 and 0.835 predicted by CD4+T and CD8+T cells,and the prediction sensitivity and specificity were 72.73%and 94.45%,respectively.ABHD5 expression was positively correlated with the levels of CD4+T and CD8+T cells(r=0.367,0.355,all P<0.05).Conclusion The response to tirelizumab targeted therapy in advanced NSCLC is significantly correlated with the expression of ABHD5 and the levels of CD4+T and CD8+T cells,and ABHD5 has high predictive value in the treatment of advanced NSCLC.
4.Implant restoration assisted by autonomous dental robot after upper jaw reconstruction
Zhenxing GUO ; Yue WANG ; Minmin ZHENG ; Jin TU ; Jianhua WEI ; Shizhu BAI ; Yimin ZHAO ; Kai JIAO
Journal of Practical Stomatology 2025;41(2):173-176
The left maxilla of a patient was resected because of tumor,and the defect was reconstruted with fibular transplantation.The autonomous dental implant robot technology was used to achieve precise implantation of multiple implants and immediate denture restoration within the limited left maxilla.The surgery was minimally invasive and efficient,and significantly reducing patient post-operative discomfort.The final restoration was completed 6 months after surgery.
5.Molecular mechanism of active ingredients of Ligustri Lucidi Fructus against osteoporosis
Wenchi WANG ; Tian XIA ; Ruiqi WU ; Haohan LIANG ; Zhenyang NI ; Zhenhao ZHANG ; Zhenxing LI ; Guanghui CHEN ; Han SU
Chinese Journal of Tissue Engineering Research 2025;29(18):3856-3867
BACKGROUND:Traditional Chinese medicine has been proved to have a significant role in anti-osteoporosis,and the effectiveness and mechanism of Ligustri Lucidi Fructus and its the active ingredients against osteoporosis have gradually gained the attention of scholars.OBJECTIVE:To analyze and summarize the research progress of Ligustri Lucidi Fructus and its active ingredients against osteoporosis in vitro and in vivo.METHODS:We searched the relevant literature included in CNKI and PubMed databases using the search terms of"Osteoporosis,Bone marrow mesenchymal stem cells,Osteoblast,Osteoclast,Ligustri Lucidi Fructus,Signal path"in Chinese and English,respectively.According to the needs of the research,we established the corresponding criteria and screened the literature.A total of 82 papers were included in the final review.RESULTS AND CONCLUSION:(1)The active ingredients of Ligustri Lucidi Fructus that exert anti-osteoporotic effects in vitro and in vivo mainly involve the following:Salidroside activates the Wnt/β-catenin signaling pathway by inhibiting the expression of Sclerostin and Dickkopf-related protein 1.This activation process enhances the expression of phosphorylated low-density lipoprotein receptor-related protein 6 in ovariectomized rats and primary osteoblasts,while decreasing the expression of glycogen synthase kinase 3β.Further,it promotes the expression of β-catenin,runt-related transcription factor 2 and cellular myelocytomatosis oncogene in the nucleus,thereby promoting the bone formation capacity of osteoblasts.The advantage is that it acts directly on osteoblasts to promote bone formation,which provides a new strategy for the treatment of osteoporosis.(2)Olive bittersweet significantly increases bone mineral density and regulates bone metabolism by decreasing terminal interleukin-6 and alkaline phosphatase concentrations in Sprague-Dawley rats.In vitro experiments showed that olive bittersweet promotes the proliferation of osteoblasts and up-regulates the protein and mRNA expression of osteoprotegerin,while inhibiting the protein and mRNA expression of receptor activator of nuclear factor-κB ligand.This mechanism of action is closely related to the regulation of the balance of the osteoprotegerin/receptor activator of nuclear factor-κB ligand system,demonstrating the advantage of increasing bone mineral density and maintaining bone health by regulating factors related to bone metabolism,but there is no significant effect on Ca2+concentration,which may limit its use in some specific types of osteoporosis.(3)By decreasing the expression of phosphatidylinositol 3 kinase,reducing the phosphorylation of protein kinase B and the expression of osteoclast-specific marker protein c-Fos,pineconiferin effectively inhibits the activation of phosphatidylinositol 3 kinase/protein kinase B/c-Fos pathway in osteoclasts.This inhibition reduces the proliferation and maturation of osteoclasts,which can help to reduce bone resorption.The advantage of this inhibition is that it can directly target osteoclasts,which provides a new target for osteoporosis treatment.However,the specific regulatory mechanism of osteoclasts needs to be studied in depth,and its long-term effect and safety need to be further evaluated.(4)The active ingredients of Ligustri Lucidi Fructus have shown good therapeutic effects on osteoporosis,but their mechanism of action is complex,involving the interaction of multiple genes,proteins and signaling pathways.In the future,large-scale clinical trials need to be carried out to verify its effectiveness and safety,and the strategy of combining the active ingredients of Ligustri Lucidi Fructus with other drugs needs to be further explored in order to obtain better therapeutic effects.
6.The interaction between skeletal aging and systemic aging
Zhenxing WANG ; Xiangfeng YANG ; Yanwei TONG ; Yubo WANG ; Zhuojun DUAN ; Guoqing YIN ; Hui XIE
Chinese Journal of Geriatrics 2025;44(10):1340-1348
The interaction between skeletal aging and systemic aging has emerged as a frontier in the field of aging biology research.Recent studies have indicated that bones serve not only as mechanical support organs but also as endocrine organs that regulate systemic homeostasis through bone-derived factors.This review systematically elaborates the characteristics and mechanisms of skeletal aging, including tissue structural remodeling, cellular phenotypic changes, microenvironmental disruption, and molecular network disorders, etc.In aging organisms, bones interact with other organs to form a "bone-system aging axis", thereby promoting the occurrence and development of geriatric comorbidities.Accordingly, multi-target intervention strategies targeting the "bone-system aging axis" show the potential in decelerating the progression of systemic aging.In-depth research on the characteristic changes in inter-organ communication during the aging process of the body is not only conducive to facilitating the development of more comprehensive systemic anti-aging strategies, but also provides a new perspective for treating geriatric comorbidities and achieving healthy aging.
7.Research advances on oncolytic viruses and their vectors for bladder cancer treatment
Journal of Modern Urology 2025;30(9):727-732
Bladder cancer has the characteristics of multiple and easy recurrence after surgery.At present,the main treatment methods include surgery,chemotherapy,radiotherapy,and so on.However,the recurrence rate and metastasis rate are still very high,seriously threatening human health.Oncolytic viruses have become an important part of a comprehensive cancer treatment strategy.Compared with surgery,radiotherapy and chemotherapy,oncolytic virus therapy is more precise and less toxic,which is expected to significantly improve patients' quality of life.However,the therapeutic effects of oncolytic viruses alone are satisfactory.Currently,oncolytic viruses are combined with immunotherapy,chemotherapy or radiotherapy to improve the overall anti-tumor effects.The combination of oncolytic viruses and immunotherapy has a relatively broader prospect.This article reviews the research progress of the clinical application of adenovirus vectors,lentiviral vectors,adeno-associated virus vectors,and oncolytic viruses combined with immunotherapy,chemotherapy,and radiotherapy for bladder cancer.
8.Mechanisms by which microgravity causes osteoporosis
Dejian XIANG ; Xiaoyuan LIANG ; Shenghong WANG ; Changshun CHEN ; Cong TIAN ; Zhenxing YAN ; Bin GENG ; Yayi XIA
Chinese Journal of Tissue Engineering Research 2025;29(10):2132-2140
BACKGROUND:The imbalance between bone resorption and bone formation in microgravity environments leads to significant bone loss in astronauts.Current research indicates that bone loss under microgravity conditions is the result of the combined effects of various cells,tissues,and systems. OBJECTIVE:To review different biological effects of microgravity on various cells,tissues,or systems,and summarize the mechanisms by which microgravity leads to the development of osteoporosis. METHODS:Databases such as PubMed,Web of Science,and the Cochrane Database were searched for relevant literature from 2000 to 2023.The inclusion criteria were all articles related to tissue engineering studies and basic research on osteoporosis caused by microgravity.Ultimately,85 articles were included for review. RESULTS AND CONCLUSION:(1)In microgravity environment,bone marrow mesenchymal stem cells tend to differentiate more into adipocytes rather than osteoblasts,and hematopoietic stem cells in this environment are more inclined to differentiate into osteoclasts,reducing differentiation into the erythroid lineage.At the same time,microgravity inhibits the proliferation and differentiation of osteoblasts,promotes apoptosis of osteoblasts,alters cell morphology,and reduces the mineralization capacity of osteoblasts.Microgravity significantly increases the number and activity of osteoclasts.Microgravity also hinders the differentiation of osteoblasts into osteocytes and promotes the apoptosis of osteocytes.(2)In a microgravity environment,the body experiences changes such as skeletal muscle atrophy,microvascular remodeling,bone microcirculation disorders,and endocrine disruption.These changes lead to mechanical unloading in the bone microenvironment,insufficient blood perfusion,and calcium cycle disorders,which significantly impact the development of osteoporosis.(3)At present,the mechanism by which microgravity causes osteoporosis is relatively complex.A deeper study of these physiological mechanisms is crucial to ensuring the health of astronauts during long-term space missions,and provides a theoretical basis for the prevention and treatment of osteoporosis.
9.Analysis of Dynamic Change Patterns of Color and Composition During Fermentation of Myristicae Semen Koji
Zhenxing WANG ; Mengmeng FAN ; Le NIU ; Suqin CAO ; Hongwei LI ; Zhenling ZHANG ; Hanwei LI ; Jianguang ZHU ; Kai LI
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(6):222-229
ObjectiveTo explore the changes in volatile components, total polysaccharides, enzyme activity, and chromaticity value of Myristicae Semen Koji(MSK) during the fermentation process, and conduct correlation analysis. MethodsBased on gas chromatography-mass spectrometry(GC-MS), the changes of volatile components in MSK at different fermentation times were identified. The phenol sulfuric acid method, dinitrosalicylic acid method(DNS), and carboxymethyl cellulose sodium salt method(CMC-Na) were used to investigate the total polysaccharide content, amylase activity, and cellulase activity during the fermentation process. Visual analysis technology was used to explore the changes in chromaticity values, revealing the fermentation process of MSK and the dynamic changes of various measurement indicators, partial least squares-discriminant analysis(PLS-DA) was used to explore the differential compounds of MSK at different fermentation degrees, and Pearson correlation analysis was used to explore the correlation between volatile components of MSK and total polysaccharides, enzyme activity, and chromaticity values. ResultsA total of 60 volatile compounds were identified from MSK, the relative contents of components such as (+)-α-pinene, β-phellandrene, β-pinene, (+)-limonene, and p-cymene obviously increased, while the relative contents of components such as safrole, methyl isoeugenol, methyleugenol, myristicin, and elemicin significantly decreased. During the fermentation process, the total polysaccharide content showed an upward trend, while the activities of amylase and cellulase showed an initial increase followed by a decrease, and reached their maximum value at 40 h. the overall brightness(L*) and total color difference(ΔE*) gradually increased, while the changes in red-green value(a*) and yellow-blue value(b*) were not obvious. PLS-DA results showed that MSK could be clearly distinguished at different fermentation times, and 13 differential biomarkers were screened out. Pearson correlation analysis results showed that the contents of α-terpinene, β-phellandrene, methyleugenol, β-cubebene and myristic acid had an obvious correlation with chromaticity values. ConclusionAfter fermentation, the volatile components, total polysaccharides, amylase activity, and cellulase activity of MSK undergo significant changes, and there is a clear correlation between them and chromaticity values, which reveals the dynamic changes in the fermentation process and related indicators of MSK, laying a foundation for the quality control.
10.Combined anterior and posterior miniscrews increase apical root resorption of maxillary incisors in protrusion and premolar extraction cases
Zhizun WANG ; Li MEI ; Zhenxing TANG ; Dong WU ; Yue ZHOU ; Ehab A. ABDULGHANI ; Yuan LI ; Wei ZHENG ; Yu LI
The Korean Journal of Orthodontics 2025;55(1):26-36
Objective:
Miniscrews are commonly utilized as temporary anchorage devices (TADs) in cases of maxillary protrusion and premolar extraction. This study aimed to investigate the effects and potential side effects of two conventional miniscrew configurations on the maxillary incisors.
Methods:
Eighty-two adult patients with maxillary dentoalveolar protrusion who had undergone bilateral first premolar extraction were retrospectively divided into three groups: non-TAD, two posterior miniscrews only (P-TADs), and two anterior and two posterior miniscrews combined (AP-TADs). Cone-beam computed tomography was used to evaluate the maxillary central incisors (U1).
Results:
The APTADs group had significantly greater U1 intrusion (1.99 ± 2.37 mm, n = 50) and less retroclination (1.70° ± 8.80°) compared to the P-TADs (–0.07 ± 1.65 mm and 9.45° ± 10.68°, n = 60) and non-TAD group (0.30 ± 1.61 mm and 1.91° ± 9.39°, n = 54).However, the AP-TADs group suffered from significantly greater apical root resorption (ARR) of U1 (2.69 ± 1.38 mm) than the P-TADs (1.63 ± 1.46 mm) and non-TAD group (0.89 ± 0.97 mm). Notably, the incidence of grade IV ARR was 16.6% in the AP-TADs group, significantly higher than the rates observed in the P-TADs (6.7%) and non-TAD (1.9%) groups. Multiple regression analysis revealed that after excluding tooth movement factors, the AP-TADs configuration resulted in an additional 0.5 mm of ARR compared with the P-TADs group.
Conclusions
In cases of maxillary protrusion and premolar extraction, the use of combined anterior and posterior miniscrews enhances incisor intrusion and minimizes torque loss of the maxillary incisors. However, this approach results in more severe ARR, likely due to the increased apical movement and composite force exerted.

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