1.Prediction of EGFR mutation status in non-small cell lung cancer based on CT radiomic features combined with clinical characteristics
Taotao YANG ; Xianqi WANG ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Wei CHEN
Journal of Army Medical University 2025;47(8):847-857
Objective To investigate the predictive value of combined radiomic features derived from chest CT scans with clinical characteristics for epidermal growth factor receptor(EGFR)gene mutations in non-small cell lung cancer(NSCLC).Methods A multi-center case-control study was conducted on the clinical data and CT images of 1 070 NSCLC patients from the radiology departments of the 3 medical institutions between January 2013 and October 2023.The 719 NSCLC patients from the First Affiliated Hospital of Army Medical University were randomly divided into a training set and an internal validation set in a ratio of 7∶3;The 173 patients in the Eastern Theatre General Hospital and the 178 patients in Army Medical Centre of PLA were assigned into the external validation set 1 and 2,respectively.Least absolute shrinkage and selection operator(LASSO)regression was employed to identify the optimal radiomic features,which were subsequently used to construct a radiomics model.Univariate and multivariate logistic regression analyses were applied to identify clinical features associated with EGFR mutation,thereby developing a clinical model.The radiomic and clinical features were subsequently combined to develop a comprehensive model.All the 3 classification models were built using random forest(RF)machine learning.The area under curve(AUC),accuracy,sensitivity and specificity were utilized to evaluate the predictive performance of the models.Calibration curve was plotted to assess the goodness of fit of the comprehensive model,while decision curve analysis was performed to assess the clinical utility of the model.Results The AUC value of the radiomics model was 0.762 4(95%CI:0.692 4~0.825 1),0.745 4(95%CI:0.671 1~0.814 3),and 0.724 7(95%CI:0.639 7~0.801 6),respectively,in the internal validation set,external validation set 1,and external validation set 2;The AUC value of the clinical prediction model was 0.691 7(95%CI:0.627 9~0.757 6),0.652 5(95%CI:0.576 7~0.729 1),and 0.779 2(95%CI:0.712 5~0.847 3),respectively in the above sets in turn;The comprehensive model constructed based on clinical features and radiomic features showed the best predictive efficacy,with an AUC value of 0.818 0(95%CI:0.757 7~0.874 3),0.782 4(95%CI:0.703 1~0.848 2),and 0.796 6(95%CI:0.718 1~0.868 6),respectively in the above sets.Calibration curve analysis indicated that the comprehensive model had a good fit,while decision curve analysis revealed that the model provided a favorable net benefit.Conclusion Our comprehensive model constructed based on chest CT radiomic features and clinical characteristics shows superior predictive performance for EGFR gene mutations in NSCLC across multiple center datasets,which may be helpful for clinical decision-making for treatment strategies.
2.Integrative model combining deep learning,clinical and radiomic features enhances EGFR mutation prediction in non-small cell lung cancer
Taotao YANG ; Wei CHEN ; Cancan CHEN ; Wanying YAN ; Dawei WANG ; Kunlin XIONG ; Zhiyuan SUN ; Xianqi WANG
Journal of Army Medical University 2025;47(23):2991-3001
Objective To evaluate the predictive value of deep learning features from chest CT images combined with clinical and radiomics features for epidermal growth factor receptor(EGFR)mutations in non-small cell lung cancer(NSCLC).Methods This case-control study retrospectively analyzed clinical and imaging data of 1 070 NSCLC patients from radiology departments at three hospitals(January 2013 to October 2023).Patients were divided into:a training set(n=502)and internal validation set(n=217)via 7∶3 randomization of 719 cases from the First Affiliated Hospital of Army Medical University;external validation set 1(n=173)from General Hospital of Eastern Theater Command;external validation set 2(n=178)from Daping Hospital of Army Medical University.Deep learning features were extracted using a 2.5D convolutional neural network(CNN)with ResNet101 backbone,radiomics features were derived from CT images,and clinical risk factors were identified to construct models.An integrated model combined deep learning,clinical,and radiomics features.All four models were developed using random forest(RF)classifiers.Calibration curves assessed goodness-of-fit,and decision curve analysis(DCA)evaluated clinical utility.Results The deep learning model achieved AUCs of 0.833 7(95%CI:0.770 6~0.884 7),0.815 1(0.741 6~0.882 8),and 0.810 1(0.745 2~0.873 6)in the internal and two external validation sets,respectively.Clinical models yielded AUCs of 0.731 0(0.660 2~0.802 1),0.746 0(0.666 4~0.824 9),and 0.813 4(0.743 1~0.883 6);radiomics models showed AUCs of 0.762 4(0.692 4~0.825 1),0.745 4(0.671 1~0.814 3),and 0.724 7(0.639 7~0.801 6).The integrated model demonstrated optimal performance with AUCs of 0.905 5(0.857 0~0.945 4),0.832 7(0.763 3~0.896 4),and 0.889 0(0.834 4~0.934 3).DCA indicated significant net benefit for EGFR prediction at threshold probabilities of 0.15~0.85 using the integrated model.Conclusion Deep learning features from CT images effectively predict EGFR mutation status in NSCLC.The integrated model combining deep learning,clinical,and radiomics features further enhances predictive performance.
3.Silencing PTPN2 with nanoparticle-delivered small interfering RNA remodels tumor microenvironment to sensitize immunotherapy in hepatocellular carcinoma.
Fu WANG ; Haoyu YOU ; Huahua LIU ; Zhuoran QI ; Xuan SHI ; Zhiping JIN ; Qingyang ZHONG ; Taotao LIU ; Xizhong SHEN ; Sergii RUDIUK ; Jimin ZHU ; Tao SUN ; Chen JIANG
Acta Pharmaceutica Sinica B 2025;15(6):2915-2929
Protein tyrosine phosphatase nonreceptor type 2 (PTPN2) is a promising target for sensitizing solid tumors to immune checkpoint blockades. However, the highly polar active sites of PTPN2 hinder drug discovery efforts. Leveraging small interfering RNA (siRNA) technology, we developed a novel glutathione-responsive nano-platform HPssPT (HA/PEIss@siPtpn2) to silence PTPN2 and enhance immunotherapy efficacy in hepatocellular carcinoma (HCC). HPssPT showed potent transfection and favorable safety profiles. PTPN2 deficiency induced by HPssPT amplified the interferon γ signaling in HCC cells by increasing the phosphorylation of Janus-activated kinase 1 and signal transducer and activator of transcription 1, resulting in enhanced antigen presentation and T cell activation. The nano-platform was also able to promote the M1-like polarization of macrophages in vitro. The unique tropism of HPssPT towards tumor-associated macrophages, facilitated by hyaluronic acid coating and CD44 receptor targeting, allowed for simultaneous reprogramming of both tumor cells and tumor-associated macrophages, thereby synergistically reshaping tumor microenvironment to an immunostimulatory state. In HCC, colorectal cancer, and melanoma animal models, HPssPT monotherapy provoked robust antitumor immunity, thereby sensitizing tumors to PD-1 blockade, which provided new inspiration for siRNA-based drug discovery and tumor immunotherapy.
4.Prognostic Value of Positive Rate of Olignoclonal Bands and IgG Expression Level in Corebrospinal fluid of Patients with Severe Encephalitis
Bo HUI ; Kun CHEN ; Taotao WANG ; Xiaogang KANG ; Manxiang CHAO
Journal of Modern Laboratory Medicine 2025;40(3):164-168
Objective To investigate the clinical prognosis value of the positivity rate of oligoclonal bands(OCB)and immunoglobulin G(IgG)level of cerebrospinal fluid(CSF)in severe encephalitis.Methods A total of 699 cases of encephalitis patients admitted to the Department of Neurology of the First Affiliated Hospital of Air Force Military Medical University,and Xijing 986 Hospital from January 2016 to October 2020 were enrolled.According to the severity of their diseases,these patients were divided into a mild(n=360)group and a severe(n=339)group.CSF and serum samples were collected from the patient at the time of admission,and the differences in cerebrocyte count,glucose contem,glucose content,chlorine content,IgG of CSF and OCB of CSF and serum were compared.According to the GOS score of patients with severe encephalitis at discharge,the patients were divided into good prognosis group(n=259)and poor prognosis group(n=80),and multivariate Logistic regression analysis was used to analyze factors that affected the prognosis of severe encephalitis patients,and the correlation between the OCB and IgG of CSF and prognosis of patients with severe encephalitis.The predictive value of CSF IgG for the prognosis of patients with severe encephalitis was tested,and receiver operating characteristic(ROC)curve was plotted.Results Compared to patients with mild encephalitis,patients with severe encephalitis had a higher proportion of fever,pulmonary infection,status epilepticus,and mechanical ventilation,and were more likely to be complicated by stroke and hydrocephalus,and the differences were statistically significant(χ2=5.319~245.179,all P<0.05).There were significant differences in the positive rate of cerebrocyte count,chlorine content,IgG content and OCB in cerebrospinal fluid between the two groups(Z=-3.623,-4.875,-3.518,χ2=6.581,all P<0.05).CSF OCB and CSF IgG were independent risk factors for poor prognosis in patients with severe encephalitis(Wald χ2=7.295,0.001,all P<0.05).A restrictive cubic spline plot showed a linear relationship between CSF IgG and poor prognosis.The AUC(95%CI)of CSF IgG was 0.754(0.632~0.876).Conclusion The CSF IgG content and positive rate of CSF OCB in patients with severe encephalitis with poor prognosis are higher than those in patients with good prognosis,and detecting these two indicators has certain reference value for the prognosis prediction of patients with severe encephalitis.
5.Study on key performance of medical ultrasonic probe of third-party repair based on test data
Lei XU ; Jun YAO ; Taotao FAN ; Yinkai CHEN ; Zhigang WANG ; Jiyun LING
China Medical Equipment 2025;22(8):174-176,181
Objective:To conduct performance tests on medical ultrasound probes repaired by the third party,and explore whether the key parameters of the probes of third-party repair can meet the requirements of clinical use for quality.Methods:A total of 79 ultrasound probes that had been repaired by the third party were selected from different medical institutions.The performance tests were conducted on multiple parameters of ultrasound probes of different models and brands in accordance with national technical standards and relevant industry norms.Then,the test results were analyzed,studied and evaluated.Results:The tested results of the temperature rise and the leakage current of the ultrasound probes,which were repaired by the third party,met the national standards.However,in the test for sound power,26.58%of the probes failed to meet the national standards,which outputted sound intensity that was calculated was higher than the specified value.Conclusion:The general performance of the probes that have been repaired by the third party is well,but the quality of the repair is uneven levels,and some indicators do not meet national standards or industry norms,which might lead to occur risks in ultrasound diagnosis of medical institutions.It is recommended to implement regular test for quality and performance of medical ultrasound equipment,and establish a method and system for quality monitoring and re-evaluation after sale of repair for medical ultrasound,so as to ensure the use and safety of the equipment.
6.Efficacy and safety of venetoclax combined with tyrosine kinase inhibitors and reduced-dose chemotherapy in 13 cases of minimal residual disease-positive and relapsed/refractory Ph + acute lymphoblastic leukemia
Hao AI ; Taotao LIANG ; Qian WANG ; Hongfei WU ; Qingsong YIN
Chinese Journal of Hematology 2025;46(7):655-659
This study sought to evaluate the efficacy and safety of venetoclax (Ven) in combination with tyrosine kinase inhibitors (TKI) and reduced-dose chemotherapy for the treatment of patients with minimal residual disease (MRD) -positive and relapsed/refractory (R/R) Ph-positive acute lymphoblastic leukemia (Ph + ALL). A retrospective analysis was conducted on the clinical data of 13 patients with MRD-positive and relapsed Ph + ALL admitted between July 2015 and February 2024 at the Affiliated Cancer Hospital of Zhengzhou University. The cohort included seven males and six females, with a median age of 50 years (range: 37-71 years). Reinduction therapy consisted of Ven and TKI administration combined with reduced-dose chemotherapy. Among the 13 patients, 10 were MRD-positive, and three had R/R disease. Of the MRD-positive group, nine (90%) achieved complete molecular response (CMR), with a median time to response of 47 days (range: 30-80) ; one patient did not respond. Among the three patients who had R/R, two (66.6%) achieved complete remission, while one patient was nonresponsive. The median overall survival (OS) and relapse-free survival (RFS) time for the entire cohort were 21.5 months and 7 months, respectively. In patients who achieved CMR, the median OS and RFS time were 35 months and 34 months, respectively. Grade ≥3 hematologic adverse events occurred in five patients (38.4%) ; however, hematopoietic function recovered in all cases, and no grade ≥3 infections or organ-related adverse reactions were observed. These findings suggest that Ven combined with TKI and reduced-dose chemotherapy may be an effective and tolerable therapeutic strategy for MRD-positive and R/R Ph + ALL, particularly in significantly improving MRD clearance rates.
7.Change Law in Material Basis of Rhei Radix et Rhizoma During Nine-time Repeating Steaming and Sun-drying Processing Based on Characteristic Chromatogram and Chemometrics
Xuan AO ; Taotao LIU ; Miao YU ; Lan WANG ; Xiaojie YIN ; Jingyu ZUO ; Li LI
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(15):191-198
ObjectiveTo characterize the changes in the overall chemical profile and key index components during nine-time repeating steaming and sun-drying processing of Rhei Radix et Rhizoma, and to reveal the change law of its material basis. MethodsHigh performance liquid chromatography(HPLC) was used to analyze the changes in the overall chemical profile of Rhei Radix et Rhizoma decoction pieces, and the contents of 15 main active components such as chrysophanol-8-O-β-D-glucoside, chrysophanol and gallic acid in the process of nine-time repeating steaming and sun-drying were determined. Combined with chemometrics, the contents and quantity ratio relationships of the glycosides, aglycones and tannins during the processing of Rhei Radix et Rhizoma were analyzed, and the partial least squares-discriminant analysis(PLS-DA) and cluster analysis of the main components in different steaming times were conducted, the statistically significant differential markers were selected with the variable importance in the projection(VIP) value>1. ResultsIn the nine-time repeating steaming and sun-drying process of Rhei Radix et Rhizoma, there were certain regularity in the number and peak area of characteristic peaks and the steaming and sun-drying times, the anthraquinone glycosides and aglycones could be roughly divided into three stages, including rapid change stage, fluctuation change stage and stable stage, and the total amount of tannins showed a decreasing trend. However, the ratios between the three components mentioned above tended to stabilize after five rounds of steaming and sun-drying. The results of PLS-DA and cluster heatmap showed that the content of each component in Rhei Radix et Rhizoma fluctuated greatly during the 1-4 steaming and sun-drying processes, while the content of each component was relatively close during the 5-9 steaming and sun-drying processes. After screening, it was found that chrysophanol, emodin, chrysophanol-8-O-β-D-glucoside, rhein, physcion and emodin-8-O-β-D-glucoside could be used as the index components for distinguishing the processed products of Rhei Radix et Rhizoma with different steaming and sun-drying times. ConclusionThe changes in the properties and efficacy of Rhei Radix et Rhizoma caused by the processing of nine-time repeating steaming and sun-drying are due to the changes in the composition and ratio of various glycosides and complex tannins in this herb, which is also the key to the formation of its characteristic of "purgation with supplement". This study can provide a basis for the research on the processing mechanism of Rhei Radix et Rhizoma and the establishment of processing specifications.
8.Therapeutic role of miR-26a on cardiorenal injury in a mice model of angiotensin-II induced chronic kidney disease through inhibition of LIMS1/ILK pathway.
Weijie NI ; Yajie ZHAO ; Jinxin SHEN ; Qing YIN ; Yao WANG ; Zuolin LI ; Taotao TANG ; Yi WEN ; Yilin ZHANG ; Wei JIANG ; Liangyunzi JIANG ; Jinxuan WEI ; Weihua GAN ; Aiqing ZHANG ; Xiaoyu ZHOU ; Bin WANG ; Bi-Cheng LIU
Chinese Medical Journal 2025;138(2):193-204
BACKGROUND:
Chronic kidney disease (CKD) is associated with common pathophysiological processes, such as inflammation and fibrosis, in both the heart and the kidney. However, the underlying molecular mechanisms that drive these processes are not yet fully understood. Therefore, this study focused on the molecular mechanism of heart and kidney injury in CKD.
METHODS:
We generated an microRNA (miR)-26a knockout (KO) mouse model to investigate the role of miR-26a in angiotensin (Ang)-II-induced cardiac and renal injury. We performed Ang-II modeling in wild type (WT) mice and miR-26a KO mice, with six mice in each group. In addition, Ang-II-treated AC16 cells and HK2 cells were used as in vitro models of cardiac and renal injury in the context of CKD. Histological staining, immunohistochemistry, quantitative real-time polymerase chain reaction (PCR), and Western blotting were applied to study the regulation of miR-26a on Ang-II-induced cardiac and renal injury. Immunofluorescence reporter assays were used to detect downstream genes of miR-26a, and immunoprecipitation was employed to identify the interacting protein of LIM and senescent cell antigen-like domain 1 (LIMS1). We also used an adeno-associated virus (AAV) to supplement LIMS1 and explored the specific regulatory mechanism of miR-26a on Ang-II-induced cardiac and renal injury. Dunnett's multiple comparison and t -test were used to analyze the data.
RESULTS:
Compared with the control mice, miR-26a expression was significantly downregulated in both the kidney and the heart after Ang-II infusion. Our study identified LIMS1 as a novel target gene of miR-26a in both heart and kidney tissues. Downregulation of miR-26a activated the LIMS1/integrin-linked kinase (ILK) signaling pathway in the heart and kidney, which represents a common molecular mechanism underlying inflammation and fibrosis in heart and kidney tissues during CKD. Furthermore, knockout of miR-26a worsened inflammation and fibrosis in the heart and kidney by inhibiting the LIMS1/ILK signaling pathway; on the contrary, supplementation with exogenous miR-26a reversed all these changes.
CONCLUSIONS
Our findings suggest that miR-26a could be a promising therapeutic target for the treatment of cardiorenal injury in CKD. This is attributed to its ability to regulate the LIMS1/ILK signaling pathway, which represents a common molecular mechanism in both heart and kidney tissues.
Animals
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MicroRNAs/metabolism*
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Angiotensin II/toxicity*
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Mice
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Renal Insufficiency, Chronic/chemically induced*
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Mice, Knockout
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Disease Models, Animal
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Male
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Signal Transduction/genetics*
;
LIM Domain Proteins/genetics*
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Mice, Inbred C57BL
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Cell Line
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Humans
9.Effect of dienogest in improvement of endometriosis and its mechanism
Taotao GUO ; Jingjing WANG ; Cui LIU ; Hui YU ; Wenyao XIE ; Bin ZHANG ; Lili JIANG
Journal of Clinical Medicine in Practice 2025;29(4):108-113
Objective To investigate the effects of dienogest on pain relief and inflammation in endometriosis(EMs),as well as its impact on the brain-derived neurotrophic factor(BDNF)/tropo-myosin receptor kinase B(TrkB)and nuclear factor kappa-B(NF-κB)/NOD-like receptor protein 3(NLRP3)inflammatory pathways.Methods An allograft method was used to establish an EMs rat model.The rats were randomly divided into sham-operated group(n=16),model group(n=16),low-dose dienogest group(n=16),medium-dose dienogest group(n=16)and high-dose dienogest group(n=16).After 7 days of treatment,the implantation volume and writhing response frequency were recorded.Enzyme-linked immunosorbent assay(ELISA),reverse transcription-polymerase chain reaction and Western blotting were employed to measure the expression levels of vascular endothelial growth factor(VEGF),inducible nitric oxide synthase(iNOS),interleukin(IL)-6,IL-1β and tumor necrosis factor(TNF)-α in the EMs rat models.Serum levels of BDNF,TrkB,NF-κB and NLRP3 were detected.Results Compared with model group,dinorgestrel significantly reduced ectopic endo-metrial volume and torsion response of EMs(P<0.05).Compared with model group,dinorgestrel significantly decreased the expression of VEGF,iNOS,IL6,IL-1 β and TNF-α in EMs model(P<0.05).In addition,compared with model group,dienogest significantly decreased the expressions of BDNF,TrkB,NF-κB and NLRP3 in ectopic endometrium(P<0.05).Conclusion Dinorgestrel can relieve EMS-related dysmenorrhea and inflammation,and its mechanism of action may be partly mediated by BDNF/TrkB pathway and NF-κB/NLRP3 pathway.
10.Molecular epidemiological investigation of main intestinalprotozoa infection in BALB/c mice
Yu ZHENG ; Xichen ZHANG ; Yao RONG ; Jianhua LI ; Pengtao GONG ; Xiaocen WANG ; Taotao YUE ; Xin LI ; Xu ZHANG ; Nan ZHANG
Chinese Journal of Veterinary Science 2025;45(3):514-518
To understand the infection status of main intestinal protozoa in BALB/c mice and pro-vide a basis for further control of intestinal protozoa infection.Five hundred and forty BALB/c mice provided by four domestic suppliers of BALB/c mice were detected for intestinal protozoa,in which 140 from supplier A,130 from supplier B,135 from supplier C,and 135 from supplier D,re-spectively.Fresh faecal samples were collected from each mouse separately to extract the genome and amplified by nested PCR based on primers for the 18S rRNA gene sequences of Pent-atrichomonas hominis(P.hominis)and Cryptosporidium tyzzeri(C.tyzzeri),and the 16S-like rRNA gene sequence of Tritrichomonas muris(T.muris)and sequenced.The results showed that the total intestinal protozoan infection rate was 7.1%(10/140)in 140 mice faecal samples provided by supplier A.Among them,the positivity rate of T.muris was 7.1%(10/140),C.tyzzeri was 2.1%(3/140),and P.hominis was 7.1%(10/140),the co-infection rate of two intestinal protozoa was 7.1%(10 mice:T.muris+P.hominis),and three intestinal protozoa was 2.1%(3 mice:T.muris+P.hominis+C.tyzzeri).The total intestinal protozoan infection rate in 135 mice faecal samples provided by supplier C was 7.4%,in which,7.4%(10/135)was positive for T.muris.There are no intestinal protozoa to be detected in 130 mice faecal samples from supplier B and 135 mice faecal samples from supplier D.The homology analysis showed that the homology of ampli-fied sequence of T.muris,P.hominis and C.tyzzeri was 98.52%,98.27%and 99.87%compared with published sequence of GenBank No:AY886846.1,GenBank No:AF156964.1 and GenBank No:KJ000486.1,which was clustered as an independent branch by phylogenetic analysis respec-tively.In conclusion,there are intestinal protozoan infection in BALB/c mice in some animal sup-pliers.The co-infections of more than 3 parasites such as T.muris,P.hominis and C.tyzzeri has been found.It will provide a basis for control of intestinal protozoa infection in BALB/c mice in the future.

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