1.Machine Learning-Assisted Efficacy Evaluation of Resveratrol Therapy in a Mouse Model of Acute Pancreatitis
Ziyu LI ; Yuxing TIAN ; Wenhao CAI ; Yongzi WU ; Shiyu LIU ; Linbo YAO ; Yuying LI ; Xueying WU ; Tingting LIU ; Wei HUANG
Journal of Sichuan University (Medical Sciences) 2025;56(4):1051-1058
Objective To develop a machine learning(ML)-based prediction model for assessing the therapeutic effects of resveratrol(RES)on the pathological damage of acute pancreatitis(AP),and to optimize RES administration strategies for AP through validation using an animal model.Methods AAn ML-based prediction model was constructed using published data.Interpretability analysis was applied to identify high-efficacy zones within the parameter space of administration dose and frequency,which was followed by rigorous screening to select the optimal dosing strategy that balanced therapeutic efficacy and experimental feasibility.A total of 32 C57BL/6 mice were randomly assigned to 4 groups(n=8 per group),including a control group(Ctrl),an AP model group induced by caerulein(CER)and referred to as CER-AP,a treatment group receiving RES via intraperitoneal injection(RES i.p.),and a treatment group receiving RES via intragastric gavage(RES i.g.).The Ctrl group received intraperitoneal injection of normal saline.The CER-AP and the treatment groups were induced with 10 intraperitoneal injections of CER at 50 μg/kg.RES was administered to the RES i.p.and RES i.g.groups according to the optimal dose and timing predicted by the ML model.Blood and tissue samples were collected 12 hours after the experiment started.Results The gradient boosting decision tree model,optimized via Hyperopt,yielded the best performance,predicting that the optimal dose and administration frequency were 19.992 mg/kg and 3.828 times,respectively.Accordingly,a regimen of 20 mg/kg RES,administered four times,was used in the animal experiments.Compared with the Ctrl group,the CER-AP group exhibited higher pancreatic pathology scores and elevated levels of serum amylase,lipase,pancreatic myeloperoxidase,and trypsin,with all differences reaching statistical significance(all P<0.05).The administration of 20 mg/kg RES via both intraperitoneal injection and intragastric gavage mitigated pancreatic inflammatory cell infiltration and necrosis,improved the overall pathology score,and reduced serum amylase,lipase,and pancreatic myeloperoxidase levels to varying degrees(all P<0.05).Conclusion A regimen of 20 mg/kg RES administered four times effectively alleviates the severity of CER-induced AP.The therapeutic benefits appear to arise from a multi-target regulatory network that simultaneously suppresses inflammatory cascades,mitigates oxidative stress,and reduces apoptosis,thereby reducing pancreatic tissue damage and systemic inflammatory responses.
2.Interpretation and reflection on Milestones 2.0: a competency-based assessment framework for radiation oncology residents in the United States
Jishi LI ; Linbo CAI ; Jinbo YUE ; Wong Rebecca K ; Kong Fengming (SPRING) ; Chaosu HU ; Fangyun XIE ; Qiaojuan GUO ; Baosheng LI ; Junlin YI
Chinese Journal of Radiation Oncology 2025;34(2):183-188
The concept of competency-based standardized residency training is gaining global popularity. However, the process of assessing, continuously evaluating, and conducting final competency evaluations remains challenging. The Milestones 2.0 system, developed by the Accreditation Council for Graduate Medical Education, provides a framework for evaluating competencies in radiation oncology residents. The core objective of this system is to assess sub-competencies within core competencies, categorizing them from novice to expert across 5 levels. Evaluation occurs every 6 months, with the expectation that all residents reach level 4 in all sub-competencies by the end of their training. This approach aims to enhance the standardization of residency evaluations across the United States. This article aims to analyze the Milestones 2.0 competency framework and explore its potential applicability and reference value for standardized radiation oncology residency training in China.
3.Interpretation and reflection on Milestones 2.0: a competency-based assessment framework for radiation oncology residents in the United States
Jishi LI ; Linbo CAI ; Jinbo YUE ; Wong Rebecca K ; Kong Fengming (SPRING) ; Chaosu HU ; Fangyun XIE ; Qiaojuan GUO ; Baosheng LI ; Junlin YI
Chinese Journal of Radiation Oncology 2025;34(2):183-188
The concept of competency-based standardized residency training is gaining global popularity. However, the process of assessing, continuously evaluating, and conducting final competency evaluations remains challenging. The Milestones 2.0 system, developed by the Accreditation Council for Graduate Medical Education, provides a framework for evaluating competencies in radiation oncology residents. The core objective of this system is to assess sub-competencies within core competencies, categorizing them from novice to expert across 5 levels. Evaluation occurs every 6 months, with the expectation that all residents reach level 4 in all sub-competencies by the end of their training. This approach aims to enhance the standardization of residency evaluations across the United States. This article aims to analyze the Milestones 2.0 competency framework and explore its potential applicability and reference value for standardized radiation oncology residency training in China.
4.Primary central nervous system T-cell lymphoma: a case report
Bo LI ; Changguo SHAN ; Weiping HONG ; Hainan LI ; Tao LIN ; Wensheng WANG ; Zhanhang WANG ; Linbo CAI
Chinese Journal of Neurology 2022;55(12):1396-1401
Primary central nervous system T-cell lymphomas (PCNSTL) are rare, the clinical symptoms and radiographic imaging of which are unspecific, and the pathological morphology is antypical, leading to misdiagnosis and delays in treatment. A 45-year-old male patient with diplopia accompanied by numbness and dysarthria was reported in this paper, which was considered as "lymphoma or lymphoproliferative lesions" on magnetic resonance imaging (MRI) while no typical tumor cells in brain biopsy. The clinical symptoms worsened one month later and the reexamined MRI showed that the scope of the lesion was enlarged and the enhancement was more obvious than before, which was still considered as lymphoma or lymphoproliferative lesion. The second biopsy was performed and still no typical tumor lymphocytes were seen. Finally, gene rearrangement was carried out and showed the β and γ chains both present positive mutations in T cell receptor (TCR) gene rearrangement. Combined with cell morphology, immunophenotype and TCR gene rearrangement results, the patient was finally diagnosed as PCNSTL. This article reviewed the clinical symptoms, imaging features, laboratory examinations, pathological characteristics, diagnosis and differential diagnosis of PCNSTL, so as to improve the understanding of this rare disease.
5.A longitudinal study of transcriptional profiling of carbon-ions exposure on the lung
Cheng ZHOU ; Lei WEN ; Shengfa SU ; Shun LU ; Zhiyuan XU ; Hao CHENG ; Changguo SHAN ; Mingyao LAI ; Linbo CAI ; Longhua CHEN ; Ming CHEN ; Zhaoming ZHOU
Chinese Journal of Radiation Oncology 2021;30(7):721-727
Objective:To investigate the expression changes at the transcriptional level in normal lung tissues of mice after exposure to heavy ion radiation for different durations at different doses, aiming to provide evidence for exploring sensitive genes of heavy ion radiation, heavy ion radiation effect and the damage mechanism.Methods:Experiments on the temporal kinetics: the whole thorax of mice was irradiated with 14.5Gy carbon-ions and the total RNA of lung tissue was extracted at 3days, 7days, 3 weeks and 24 weeks. In dose-dependent experiment, the total RNA of lung tissue was extracted at 1 week after irradiated with a growing thoracic dose of 0, 7.5, 10.5, 12.5, 14.5, 17.5 and 20Gy. Protein-to-protein interaction (PPI) analysis and gene-ontology biological process enrichment analysis were performed on significant differentially expressed genes (DEGs).Results:A clearly differential expression patterns were observed at 3-day (acute stage), 1-week (subacute stage), 3-week (inflammatory stage) and 24-week (fibrosis stage) following 14.5Gy carbon-ions irradiation. Among those, the 3-day time point was found to be the mostly different from the other time points, whereas the 7-day time point had the highest uniformity with the other time points. Cellular apoptosis was the main type of cell death in normal lung tissues following carbon-ions exposure. The interactive genes of Phlda3, GDF15, Mgmt and Bax were identified as the radiosensitive genes, and Phlda3 was the center ( R=0.76, P<0.001). Conclusion:The findings in this study provide transcriptional insights into the biological mechanism underlying normal lung tissue toxicity induced by carbon-ions.
6.Effect of exosomes derived from human Epstein-Barr virus-positive nasopharyngeal carcinoma cells on lymphangiogenesis and lymph node metastasis.
Xingrui CHEN ; Dengke LI ; Zhongxi HUANG ; Shuisheng ZHONG ; Linbo CAI
Journal of Southern Medical University 2020;40(12):1776-1783
OBJECTIVE:
To investigate the effect of exosomes derived from Epstein-Barr virus (EBV)-positive nasopharyngeal carcinoma (NPC) cells on lymphangiogenesis and lymph node metastasis of NPC.
METHODS:
Exosomes from NP69 cells and EBV-positive HK1 (HK1-EBV) cells were obtained by ultracentrifugation and identified by Western blotting and nanoparticle tracking analysis. Dio dye phagocytosis test was performed to observe exosome uptake by lymphatic endothelial cells. Lymphatic endothelial cells were treated with exosomes from nasopharyngeal epithelium (NP69), HK1-EBV, and C666-1 cells or exosome-free supernatant of HK1-EBV and C666-1 cells, and tube formation and migration of the cells were observed. In a nude mouse model of popliteal lymph node metastasis of NPC, the effects of normal saline, NP69 cell-derived exosomes, HK1-EBV cell-derived exosomes, exosome-free supernatant of HK1-EBV cells, and HK1-EBV exosome-free supernatant protein on lymphangiogenesis and lymph node metastasis of the tumor were observed.
RESULTS:
The exosomes obtained by ultracentrifugation contained abundant exosome-specific proteins and showed a normal size range. The exosomes from NPC cells and NP69 cells could be taken up by lymphatic endothelial cells. Compared with the blank control and exosomes form NP69 cells, exosomes derived from HK1-EBV and C666-1 cells significantly promoted tube formation and migration of lymphatic endothelial cells (
CONCLUSIONS
Exosomes from EBV-positive NPC cells can significantly promote lymphangiogenesis and lymph node metastasis of NPC.
Animals
;
Cell Line, Tumor
;
Endothelial Cells
;
Epstein-Barr Virus Infections
;
Exosomes
;
Herpesvirus 4, Human
;
Humans
;
Lymphangiogenesis
;
Lymphatic Metastasis
;
Mice
;
Mice, Nude
;
Nasopharyngeal Carcinoma
;
Nasopharyngeal Neoplasms
7.Dose-response relationship of radiation-induced pulmonary fibrosis in mouse models based on CT-derived parameters
Meijuan ZHOU ; Zhaoming ZHOU ; Lei WEN ; Hao LIU ; Liji CAO ; Shun LU ; Ziyao LI ; Zhouguang HUI ; Linbo CAI ; Ming CHEN ; Longhua CHEN ; Cheng ZHOU
Chinese Journal of Radiation Oncology 2019;28(8):601-605
Objective To investigate the radiation induced pulmonary fibrosis with a dose-response mouse model, based on the CT image changes of pulmonary fibrosis.Methods Female C57BL6 mice aged 8-10 weeks were randomly divided into 20 Gy or escalated doses of X-ray whole thoracic irradiation ( WTI) groups. CT scan was performed at different time points before and after radiation. The average lung density and lung volume changes were obtained by three-dimensional segmentation algorithm. After gene chip and pathological validation, the parameters of CT scan were subject to the establishment of logistic regression model. Results At the endpoint of 24 weeks post-irradiation, the lung density in the 20 Gy irradiation group was (-289.81± 12.06) HU, significantly increased compared with (-377.97± 6.24) HU in the control group ( P<0.001) . The lung volume was ( 0.66±0.01) cm3 in the control group, significantly larger than ( 0.44±0.03) cm3 in the irradiated mice ( P<0.001) . The results of quantitative imaging analysis were in accordance with the findings of HE and Mason staining, which were positively correlated with the fibrosis-related biomarkers at the transcriptional level ( all R2=0.75, all P<0.001) . The ED50 for increased lung density was found to be ( 13.64± 0.14) Gy ( R2=0.99, P<0.001) and ( 16.17± 4.36) Gy ( R2=0.89, P<0.001) for decreased lung volume according to the logistic regression model. Conclusions Quantitative CT measurement of lung density and volume are reliable imaging parameters to evaluate the degree of radiation-induced pulmonary fibrosis in mouse models. The dose-response mouse models with pulmonary fibrosis changes can provide experimental basis for comparative analysis of high-dose hypofractioned irradiation-and half-lung irradiation-induced pulmonary fibrosis.
8.Clinicopathological features for epithelioid glioblastoma:A newly defined tumor by the 2016 World Health Organization Classification of Tumors of the Central Nervous System
Juan LI ; Xuebing LING ; Mingyao LAI ; Qingjun HU ; Changguo SHAN ; Linbo CAI
Journal of Central South University(Medical Sciences) 2018;43(4):398-402
Objective:To retrospectively summarize the clinicopathological features of epithelioid glioblastoma (Ep-GBM) and to explore new treatment for Ep-GBM.Methods:The clinical data of 13 patients with Ep-GBM,who were treated in our department from March 2016 to July 2017,were retrospectively analyzed.The clinicopathological features were summarized and the efficacy was evaluated.Results:The positive rate of BRAFV600E mutant and INI-1 was 76.9% (10/13) and 80% (8/10),respectively,while the median Ki-67 index was 30%.Meningeal metastases occurred in 9 cases (69.7%) during the course.The median follow-up time was 12 (6-25) months,and the median progression-free time was 8.6 (2.2-16.5) months.Three patients died and the 1-year overall survival rate was 54%.Conclusion:Ep-GBM has a high degree of malignancy and is prone to spread to leptomeninges.INI-1 expression and BRAFV600E mutation are common for Ep-GBM.BRAF inhibitor might be a potential therapeutic drug for it.
9.Temozolomide and whole brain radiotherapy for leptomeningeal metastases from non-small cell lung cancer
Junjie ZHEN ; Weiping HONG ; Yanying YANG ; Changguo SHAN ; Mingyao LAI ; Lichao WANG ; Linbo CAI
Chinese Journal of Neuromedicine 2018;17(6):570-574
Objective To evaluate the clinical efficacy oftemozolomide (TMZ) and whole brain radiotherapy (WBRT) in the treatment of leptomeningeal metastases (LM) from non-small cell lung cancer (NSCLC).Methods The clinical data were retrospectively analyzed of the 19 patients with LM from NSCLC who had been treated from October 2007 to June 2016 at Guangdong Sanjiu Brain Hospital.Of them,10 were treated by a combination of TMZ+WBRT,and 9 by other therapies.The survival rate was determined by the Kaplan-Meier method and analyzed using the log-rank test.Results After treatment for 2 weeks,the illness was alleviated in 8,stable in 2 and progressive in 0 of the 10 patients receiving TMZ+WBRT,yielding a remission rate of 80%;the illness was alleviated in 5,stable in 3 and progressive in one of the 9 patients receiving other therapies,yielding a remission rate of 55.6%.The median overall survival was 8 months,the survival rate was 56.3% at 6 months and 33.8% at one year for those receiving TMZ+WBRT;the median overall survival was 7 months,the survival rate was 55.6% at 6 months and 14.8% at one year for those receiving other therapies.Conclusion Temozolomide and whole brain radiotherapy may prolong the survival time and improve the prognosis of patients with LM from NSCLC.
10.Extended adjuvant temozolomide for treatment of glioblastoma multiforme:experience of a single institu- tion
Changguo SHAN ; Mingyao LAI ; Weiping HONG ; Junjie ZHEN ; Qingjun HU ; Xuebing LING ; Linbo CAI
The Journal of Practical Medicine 2017;33(16):2743-2746
Objective To assess the impact of additional cycles of temozolomide on the survival of glio-blastoma(GBM)patients after 6 months of maintenance temozolomide(TMZ)following concurrent TMZ chemo-therapy and radiation therapy. Methods Data of 51 GBM patients from 2009 to 2015 were retrospectively studied and the therapeutic effect was assessed according to whether receiving long-term treatment with TMZ. Results Sev-enteen of fifty-one GBM patients received 8 or more cycles and prolonged treatment improved progression-free sur-vival(P=0.011)and overall survival(P=0.004). Conclusions Extended use of TMZ is safe to GBM patients , which may improve response OS and PFS compared to conventional regimen. Prospective studies in larger popula-tions are needed to better-define the population to whom it can be proposed and its optimal duration.

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