1.Value of salivary gland imaging based on deep learning and Delta radiomics in evaluation of salivary gland injury following 131I therapy post thyroid cancer surgery
Yulong ZENG ; Zhao GE ; Weixia CHONG ; Jie QIN ; Biyun MO ; Wei FU
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(2):68-73
Objective:To explore the value of salivary gland imaging based on deep learning and Delta radiomics in assessing salivary gland injury after 131I treatment in post-thyroidectomy thyroid cancer patients. Methods:A retrospective analysis on 223 patients (46 males, 177 females, age(47.7±14.0) years ) with papillary thyroid cancer, who underwent total thyroidectomy and 131I treatment in Affiliated Hospital of Guilin Medical University between December 2019 and January 2022, was conducted. All patients underwent salivary gland 99Tc mO 4- imaging before and after 131I therapy. The patients were categorized according to salivary gland function based on 99Tc mO 4- imaging results (normal salivary gland vs salivary gland injury), and divided into training and test sets in a ratio of 7∶3. A ResNet-34 neural network model was trained using images at the time of maximum salivary gland radioactivity and those based on background radioactivity counts for structured image feature data. The Delta radiomics approach was then used to subtract the image feature values of the two periods, followed by feature selection through t-test, correlation analysis, and the least absolute shrinkage and selection operator( LASSO) algorithm, to develop logistic regression (LR), support vector machine (SVM), and K-nearest neighbor (KNN) predictive models. The diagnostic performance of 3 models for salivary gland function on the test set was compared with that of the manual interpretation. The AUCs of the 3 models on the test set were compared (Delong test). Results:Among the 67 cases of the test set, the diagnostic accuracy of 3 physicians were 89.6%(60/67), 83.6%(56/67), and 82.1%(55/67) respectively, with the time required for diagnosis of 56, 74 and 55 min, respectively. The accuracies of LR, SVM, and KNN models were 91.0%(61/67), 86.6%(58/67), and 82.1%(55/67), with the required times of 12.5, 15.3 and 17.9 s, respectively. All 3 radiomics models demonstrated good classification and predictive capabilities, with AUC values for the training set of 0.972, 0.965, and 0.943, and for the test set of 0.954, 0.913, and 0.791, respectively. There were no significant differences among the AUC values for the test set ( z values: 0.72, 1.18, 1.82, all P>0.05). Conclusion:The models based on deep learning and Delta radiomics possess high predictive value in assessing salivary gland injury following 131I treatment after surgery in patients with thyroid cancer.
2.18F-FDG PET/CT semi-quantitative parameters for predicting clinical stage Ⅰa—Ⅲa lung adenocarcinoma spreading through air spaces
Zhenzhen WANG ; Xiaotian LI ; Xingyu MU ; Yulong ZENG ; Weixia CHONG ; Jie QIN ; Zuguo LI ; Xueqin ZHAO ; Yang WU ; Cuiping XU ; Wei FU
Chinese Journal of Medical Imaging Technology 2024;40(5):735-739
Objective To observe the value of 18F-FDG PET/CT semi-quantitative parameters for predicting spread through air spaces(STAS)of clinical stage Ⅰa—Ⅲa lung adenocarcinoma.Methods Data of 85 patients with clinical stage Ⅰa—Ⅲ a lung adenocarcinoma who underwent preoperative 18F-FDG PET/CT were retrospectively analyzed.The patients were divided into positive group(n=23)or negative group(n=62)according to whether pathology showed STAS or not.Clinical and PET/CT data were compared between groups,and logistic analysis was performed to explore the efficacy of each parameter for predicting STAS.Results Significant differences of gender,carcinoma embryonic antigen,clinical stage,pathological grade,micropapillary growth and proportion were found between groups(all P<0.05).The maximum,the mean,the peak standard uptake value(SUVmax,SUVmean,SUVpeak),as well as the maximum,the mean and the peak standard uptake value normalized by lean body mass(SULmax,SULmean,SULpeak),also the total lesion glycolysis(TLG)in positive group were all significantly higher than those in negative group(all P<0.05).Patients'gender,proportion of micropapillary growth,SUVmax and SULmax were all independent risk factors of STAS of clinical stage Ⅰa—Ⅲa lung adenocarcinoma.The area under the curve(AUC)of the above parameters for predicting STAS was 0.666,0.912,0.839 and 0.842,respectively,and of the combination was 0.957.Conclusion 18 F-FDG PET/CT semi-quantitative parameters SUVmax and SULmax were helpful for predicting STAS of clinical stage Ⅰa—Ⅲ a lung adenocarcinoma,and further combination of gender and proportion of micropapillary growth could improve diagnostic efficacy.
3.Effect of Prolonged Storage of Packed Red Blood Cells on Recurrence-free and Overall Survivals after Curative Resection for Hepatocellular Carcinoma
Rui-feng XUE ; Chong-xi ZHAO ; Pei-zong WANG ; Dong-tai CHEN ; Xiao-hui CHEN ; Wei-an ZENG ; Qiang LI
Journal of Sun Yat-sen University(Medical Sciences) 2022;43(3):449-461
ObjectiveProlonged storage of packed red blood cells (PRBC) is reportedly associated with poor clinical outcomes in critically ill, trauma, and cardiac surgery patients. However, the impact of PRBC’s age on long-term oncological outcomes in cancer patients remains poorly defined. Here we retrospectively evaluated the effect of PRBC’s age on overall survival and biochemical recurrence in patients undergoing curative resection of hepatocellular carcinoma. MethodsA total of 1 221 qualified patients undergoing curative hepatectomy for HCC between August 1, 2008 and June 30, 2012 at the Sun Yat-sen University Cancer Center (Guangzhou, PR China) were divided into nontransfused or transfused group. Transfused patients were further divided according to PRBC storage duration (fresh PRBC group, ≤ 14 days; old PRBC group, > 14 days). Overall survival (OS), intrahepatic recurrence-free survival (IRFS), extrahepatic metastasis-free survival (EMFS) were assessed and multivariate analyses were performed to evaluate the association of PRBC storage duration with cancer outcomes. ResultsA total of 251 (20.6%) patients received intraoperative PRBC transfusion. Of these, 112 and 125 patients were grouped in the fresh and the old PRBC groups, respectively. The Kaplan–Meier curves showed that both fresh PRBC group and old PRBC group had worse OS, IRFS, and EMFS than nontransfused group (P<0.001). Cox regression analyses further indicated that old PRBC transfusion was an independent prognostic factor of OS (HR=1.417, P=0.049), IRFS (HR=1.519, P=0.013) for patients with HCC; conversely, new PRBC transfusion was not. ConclusionIn patients undergoing curative hepatectomy, intraoperative transfusions of PRBC that had been stored for more than 2 weeks is independently associated with a significantly increased risk of intrahepatic recurrence and reduced overall survival.
4.Impact of femoral or radial approach on acute renal injury induced by repeated contrast medium in patients with coronary heart disease.
Peng LI ; Yi KANG ; Zhao Feng WANG ; Chong Huai GU ; Guan Nan AI ; Yi Fei LIU ; Pei XU ; Xiao Zeng WANG ; Xin ZHAO ; Ya Ling HAN
Chinese Journal of Cardiology 2020;48(12):1053-1059
Objective: To investigate the effects of femoral approach versus radial approach on the incidence of contrast-induced acute kidney injury (CI-AKI) in patients with coronary heart disease, who received twice contrast agents within a short interval. Methods: A total of 322 patients with coronary heart disease, who admitted to the General Hospital of Northern Theater Command from January 2010 to January 2015, were included in this retrospective analysis. All patients exposed to contrast agents twice within 30 days. The patients were divided into two groups according to the approach of interventional operation: radial artery group (n=235) and femoral artery group (n=87). Serum creatinine (SCr) values were detected at 48 and 72 hours post procedure. Endpoint events were CI-AKI, which was defined as SCr increased>0.5 mg/dl (44.2 μmol/L) or relative ratio ((postoperative SCr-preoperative SCr)/preoperative SCr×100%>25%) within 72 hours after contrast agent use after excluding other causes. Clinical characteristics and the incidence of CI-AKI were compared between the two groups, multivariate logistic regression analysis was used to detect the risk factors of postoperative CI-AKI in these patients. Results: The proportion of smoking, PCI history, STEMI patients and levels of fibrinogen, fasting blood glucose, troponin T was significantly higher in femoral artery group than in radial artery group (all P<0.05). The interval between two procedure sessions was significantly longer in the femoral artery group than in the radial artery group (P=0.001). The incidence of CI-AKI tended to be higher in femoral artery group than in radial artery group after the first operation (18.6% (16/87) vs. 11.9% (28/235), P=0.133). CI-AKI incidence after the second operation was similar between the two groups (P>0.05). Multivariate logistic regression analysis showed that interventional approach was not an independent risk factor for postoperative CI-AKI in patients with coronary heart disease undergoing interventional procedures twice within 30 days (P>0.05);STEMI (OR=2.854, 95%CI 1.100-7.404, P=0.031) and diuretics use (OR=4.002, 95%CI 1.470-10.893, P=0.007) were independent risk factors for CI-AKI after the first operation. Conclusion: There is no correlation between the risk of CI-AKI and interventional approaches in patients with coronary heart disease who undergo interventional surgery twice within 30 days.
Acute Kidney Injury/epidemiology*
;
Contrast Media/adverse effects*
;
Coronary Disease
;
Femoral Artery/surgery*
;
Humans
;
Incidence
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Percutaneous Coronary Intervention/adverse effects*
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Radial Artery
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Retrospective Studies
;
Risk Factors
5.Generalized science of Chinese material medica-from preventive treatment of disease to Chinese medicine health industry.
Jun-Ning ZHAO ; Hua HUA ; An-Dong YANG ; Yi-Guan ZHANG ; Ying DAI ; Qing-Miao LI ; Liang-Chun YAN ; Xiao-Lu LI ; Li LI ; Jin ZENG ; Si-Chong REN ; Jian-Bo WANG
China Journal of Chinese Materia Medica 2018;43(21):4177-4181
Based on the systematic summary of the results of the fourth general survey of traditional Chinese medicine resources, the cultivation of large varieties of Chinese material medica and the latest research on health industrial development, the novel concepts and scientific connotations of generalized science of Chinese material medica are put forward, and the basic ideas and methods of a new Chinese medicine academic system, the cultivation system of large varieties of Chinese medicinal materials and the application system of the large health industry are constructed. This kind of generalized science of Chinese material medica, rooted in the traditional Chinese culture and the theory of "preventive treatment of disease", can avoid the narrow prospect induced by the increasing specialization and refinement of knowledge of science of Chinese material medica. It will play an important role in the modernization, industrialization, internationalization of traditional Chinese medicine.
Drug Industry
;
Humans
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Materia Medica
;
therapeutic use
;
Medicine, Chinese Traditional
;
Research
6.Long-term survival outcome and failure pattern after intensity-modulated radiotherapy for nasopharyngeal carcinoma
Yunming TIAN ; Fei HAN ; Lei ZENG ; Mingzhu LIU ; Li BAI ; Xiaopeng ZHONG ; Yuhong LAN ; Chengguang LIN ; Shaomin HUANG ; Xiaowu DENG ; Chong ZHAO ; Taixiang LU
Chinese Journal of Radiation Oncology 2018;27(10):880-885
Objective To analyze the 10-year survival outcome and failure patterns for patients with nasopharyngeal carcinoma (NPC) after intensity-modulated radiotherapy (IMRT),aiming to provide reference for optimized treatment for NPC.Methods Clinical data of 866 patients with NPC receiving IMRT from January 2001 to December 2008 were retrospectively analyzed.Survival analysis was performed using the Kaplan-Meier estimator.Univariate analysis was carried out by log-rank test and multivariate analysis was performed using Cox proportional hazards model.Results The median follow-up time was 132 months.The 10-year local recurrence-free survival (LRFS),distant metastasis-free survival (DMFS),progression-free survival (PFS) and disease specific survival (DSS) were 92.0%,83.4%,75.7% and 78.6%,respectively.A total of 210 patients died including 124 patients (59.0%) from distant metastasis,which was the primary cause of death,and 47 (22.3%) from local regional recurrence.Independent negative factors of DSS included age>50 years (P=0.00),LDH ≥ 245 IU/L (P=0.00),Hb< 120 g/L (P=0.01),T2-T4 staging (P=0.00),N1-N3 staging (P=0.00) and GTV-nx>20 cm3(P=0.00).The 10-year LRFS,DMFS and DSS of stage Ⅱ NPC patients did not significantly differ after IMRT alone and chemoradiotherapy (P=0.83,0.22,0.23).For patients with stage Ⅲ NPC,the 10-year LRFS and DSS in the chemoradiotherapy arm were significantly higher than those in the IMRT alone (P=0.01,0.01),whereas no statistical significance was observed in the DMFS between two groups (P=0.14).The overall survival of stage Ⅳa+Ⅳb NPC patients is relatively poor.Conclusions IMRT can improve the long-term survival of NPC patients.Distant metastasis is the primary failure pattern.Patients with stage Ⅰ-Ⅱ NPC can obtain satisfactory survival outcomes after IMRT alone.The addition of chemotherapy can further enhance the LRFS and DSS of stage Ⅲ NPC patients.However,the optimal therapeutic strategy remains to be urgently investigated for stage a+ Ⅳb NPC patients.
7.Analysis of the Risk Factors of In-hospital Death in Adult Trauma Patients at the Emergency Department
Huiyi LI ; Chang LIU ; Yangzi ZHAO ; Renqing ZENG ; Miao GAN ; Tao WANG ; Shiyuan YU ; Wei CHONG
Journal of China Medical University 2018;47(2):128-131
Objective To accurately assess the condition of trauma patients at the emergency department (ED),the risk factors of in-hospital death were explored. Methods A total of 86 emergency trauma patients were retrospectively investigated. They were divided into survival and non-survival groups,in the First Hospital of China Medical University,from August 2016 to February 2017. Clinical parameters,such as sex,age,heart rate,oxygen saturation,mean arterial pressure,white blood cell count,serum creatinine,urea nitrogen, prothrombin time,activated partial thromboplastin time,hemoglobin,platelet count,serum albumin,fibrinogen,glutamic-pyruvic,total bilirubin,Glasgow coma scale (GCS),sequential organ failure assessment (SOFA) score,and injury severity score were evaluated and recorded. The parameters which were significantly different (P < 0. 1) between the two groups were analyzed using the logistic regression analysis to determine the independent risk factors of death at the ED. Receiver-operating characteristic curves were drawn to evaluate their prognostic abilities. Results GCS and SOFA score were the independent risk factors of in-hospital death in trauma patients (P < 0. 05). Conclusion Organ function,especially that of the brain,is closely related to the prognosis of adult trauma patients.
8.Combination of Tumor Volume and Epstein-Barr Virus DNA Improved Prognostic Stratification of Stage II Nasopharyngeal Carcinoma in the Intensity Modulated Radiotherapy Era: A Large-Scale Cohort Study.
Qiu Yan CHEN ; Shao Yan GUO ; Lin Quan TANG ; Tong Yu LU ; Bo Lin CHEN ; Qi Yu ZHONG ; Meng Sha ZOU ; Qing Nan TANG ; Wen Hui CHEN ; Shan Shan GUO ; Li Ting LIU ; Yang LI ; Ling GUO ; Hao Yuan MO ; Rui SUN ; Dong Hua LUO ; Chong ZHAO ; Ka Jia CAO ; Chao Nan QIAN ; Xiang GUO ; Mu Sheng ZENG ; Hai Qiang MAI
Cancer Research and Treatment 2018;50(3):861-871
PURPOSE: Little is known about combination of the circulating Epstein-Barr viral (EBV) DNA and tumor volume in prognosis of stage II nasopharyngeal carcinoma (NPC) patients in the intensity modulated radiotherapy (IMRT) era. We conducted this cohort study to evaluate the prognostic values of combining these two factors. MATERIALS AND METHODS: By Kaplan-Meier, we compare the differences of survival curves between 385 patients with different EBV DNA or tumor volume levels, or with the combination of two biomarkers mentioned above. RESULTS: Gross tumor volume of cervical lymph nodes (GTVnd, p < 0.001) and total tumor volume (GTVtotal, p < 0.001) were both closely related to pretreatment EBV DNA, while gross tumor volume of nasopharynx (GTVnx, p=0.047) was weakly related to EBV DNA. EBV DNA was significantly correlated with progress-free survival (PFS, p=0.005), locoregional-free survival (LRFS, p=0.039), and distant metastasis-free survival (DMFS, p=0.017), while GTVtotal, regardless of GTVnx and GTVnd, had a significant correlation with PFS and LRFS. The p-values of GTVtotal for PFS and LRFS were 0.008 and 0.001, respectively. According to GTVtotal and pretreatment EBV DNA level, patients were divided into a low-risk group (EBV DNA 0 copy/mL, GTVtotal < 30 cm³; EBV DNA 0 copy/mL, GTVtotal ≥ 30 cm³; or EBV DNA > 0 copy/mL, GTVtotal < 30 cm³) and a high-risk group (EBV DNA > 0 copy/mL, GTVtotal ≥ 30 cm³). When patients in the low-risk group were compared with those in the high-risk group, 3-year PFS (p=0.003), LRFS (p=0.010), and DMFS (p=0.031) rates were statistically significant. CONCLUSION: Pretreatment plasma EBV DNA and tumor volume were both closely correlated with prognosis of stage II NPC patients in the IMRT era. Combination of EBV DNA and tumor volume can refine prognosis and indicate for clinical therapy.
Biomarkers
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Cohort Studies*
;
DNA*
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Herpesvirus 4, Human*
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Humans
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Lymph Nodes
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Nasopharynx
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Plasma
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Prognosis
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Radiotherapy*
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Tumor Burden*
9.Mechanism of Fusobacterium nucleatum via Regulating miR-181b for Forming An Inflammatory Microenvironment in Colon Cancer Cells
Xin LIN ; Jie HE ; Fang WEI ; Chong ZHAO ; Lihong ZENG ; Qiong WU ; Huikang HUANG ; Yanlei DU ; Hong WANG
Chinese Journal of Gastroenterology 2017;22(10):592-598
Background:Fusobacterium nucleatum (Fn)is a common oral pathogen. Studies have shown that Fn is closely related to the occurrence and development of colorectal cancer,especially the inflammation-related colorectal cancer. Aims:To investigate the mechanism of Fn in forming an inflammatory microenvironment in colon cancer cells. Methods:An inflammation model of Caco-2 cells infected by Fn was constructed,and miRNA sequencing was performed. miR-181b mimics or inhibitor was transfected into Fn infected Caco-2 cells. mRNA and protein expressions of TNF-α were determined by qRT-PCR and Western blotting,respectively,and concentration of TNF-α in supernatant was measured by ELISA, number of lymphocyte penetrating the membrane was measured by Transwell chamber. Results:Compared with control group,mRNA and protein expressions of TNF-α were significantly increased (P < 0. 05),concentration of TNF-α in supernatant was significantly increased (P < 0. 05),and number of lymphocyte penetrating the membrane was significantly increased in Fn group (P < 0. 05). miRNA sequencing and qRT-PCR results showed that expression of miR-181b was significantly decreased in Fn group than in control group (P < 0. 05). Compared with control group,mRNA and protein expressions of TNF-α were significantly decreased in miR-181b mimics + Fn group (P < 0. 05),however,mRNA and protein expressions of TNF-α were significantly increased in miR-181b inhibitor group (P < 0. 05). Bioinformatics tools and Luciferase assay confirmed that TNF-α might be the target gene of miR-181b in Caco-2 cells. Conclusions:Fn can up-regulate the expression of TNF-α by inhibiting miR-181b in Caco-2 cells and recruiting lymphocytes to form an inflammatory microenvironment.
10.Effects of Valproic Acid and Molecular Hydrogen on Phenotypes of Microglia Treated with Hypoxia
Xizi WU ; Renqing ZENG ; Yangzi ZHAO ; Panpan CHANG ; Chenling FAN ; Hong WANG ; Wei CHONG
Journal of China Medical University 2017;46(1):36-40
Objective To investigate the effect of VPA and molecular hydrogen(H2)on phenotypes of microglia treated with hypoxia. Methods Mouse hypoxic BV2 microglia were treated with VPA or H2. The levels of phenotypic markers of supernatant and cells were detected by ELISA, flow cytometry and real?time PCR,respectively. Results Hypoxia significantly increased mRNA level of M1 marker(iNOS)and reduced mRNA levels of M2 markers(CD206 and TGF?β)in BV2(P<0.05). Besides,the ratio between the mRNA levels of M1 increased(P<0.05). VPA significantly reduced protein level(CD16/32)and mRNA production(iNOS)of M1 markers in hypoxia?treated BV2(P<0.05). The ratio be?tween the mRNA levels of M1 markers and M2 markers(CD16:CD206,CD32:CD206,iNOS:CD206 and iNOS:TGF?β)were also significantly decreased(P<0.05). H2 significantly reduced both protein levels(TNF?α,CD16/32 and iNOS)and mRNA production(iNOS)of M1 markers and increased secretion of M2 marker(IL?10)in hypoxia?treated BV2(P<0.05). The ratio between the mRNA levels of M1 markers and M2 markers(CD16:CD206,iNOS:CD206 and iNOS:TGF?β)were also highly declined(P<0.05). Conclusion Hypoxia can induce microglial cells toward pro?inflammatory phenotype. Both VPA and H2 can inhibit hypoxia?induced inflammatory effect on microglia.

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