1.Unsupervised deformable medical image registration based on self-similarity context and mixed attention|N|
Bicao LI ; Yan WANG ; Bei WANG ; Zhuhong SHAO ; Xuwei GUO ; Benze YI
Chinese Journal of Medical Physics 2025;42(3):305-312
To fully exploit Transformer for accurate registration,self-similarity context is used as a feature extractor to extract the semantic information of the voxel neighborhood context,using symmetric multi-scale discrete optimization with diffusion regularization to find smooth transformations for quickly calculating the point-by-point distance between descriptors.In addition,a spatial-channel Transformer based on window attention network is proposed,which combines channel,spatial attention and self-attention scheme based on(moving)window,and makes full use of the complementary advantages of these 3 attention mechanisms,enabling the network to utilize global statistical information and have strong local fitting ability.The results of comprehensive experiments on 3D brain MRI datasets of LPBA40,IXI and OASIS shows that the proposed method is superior to the commonly used registration methods(SyN,VoxelMorph,CycleMorph,ViT-V-Net and TransMorph)on several evaluation indicators,proving its effectiveness in deformable medical image registration.
2.Impacts of remifentanil on the proliferation,migration,and invasion of liver cancer cells by regulating SPHK1/S1P/S1PR3 signaling pathway
Ai-bei MA ; Yan-ru LI ; Shao-xia QI ; Bing-lun SUN
Chinese Journal of Current Advances in General Surgery 2025;28(9):680-685
Objective:To explore the impacts of remimazolam(REM)on the proliferation,migration,and invasion of hepatocellular carcinoma cells by regulating sphingosine kinase 1/sphingosine 1-phosphate/sphingosine 1-phosphate receptor 3(SPHK1/S1P/S1PR3)signaling pathway.Methods:Human hepatocellular carcinoma cell line HepG2 was treated with REM at concentrations of 0,20,40,80,160,and 320 μmol/L respectively.Cell survival rate was measured,and drug concentrations were screened.Based on the results of cell survival rate,the logarithmic phase cells were di-vided into five groups:Control group,low,medium,and high concentrations of remifentanil groups(REM-L,REM-M,REM-H groups;20,40 and 80 μmol/L),and high concentrations of remifentanil+SPHK1 activator group(REM-H+K6PC-5 group).MTT assay was used to detect the survival rate of HepG2 cells.Plate cloning experiment was performed to de-tect cell proliferation ability.Scratch experiment was performed to detect cell migration ability.Transwell chamber method was performed to detect cell invasion ability.Flow cytometry was used to detect cell apoptosis.Western blot was used to detect the SPHK1,S1P,S1PR3,Bax,and Bcl-2 proteins in cells.Results:For the Control group,the REM-L,REM-M,and REM-H groups showed that the number of HepG2 cell clones,scratch healing rate,invasion rate,Bcl-2,SPHK1,S1P,S1PR3,and N-cadherin proteins gradually decreased with increasing REM concentration,while the apoptosis rate and Bax,E-cadherin proteins showed an opposite trend(P<0.05).For the REM-H group,the REM-H+K6PC-5 group showed a clear increase in the number of HepG2 cell clones,scratch healing rate,invasion rate,Bcl-2,SPHK1,S1P,S1PR3,and N-cadherin proteins,and a clear decrease in the apoptosis rate and Bax,E-cadherin proteins(P<0.05).Conclusion:REM may inhibit the proliferation,migration,and invasion of hepatocellular carcinoma cells and promote cell apoptosis by suppressing SPHK1/S1P/S1PR3 signaling pathway.
3.Impacts of remifentanil on the proliferation,migration,and invasion of liver cancer cells by regulating SPHK1/S1P/S1PR3 signaling pathway
Ai-bei MA ; Yan-ru LI ; Shao-xia QI ; Bing-lun SUN
Chinese Journal of Current Advances in General Surgery 2025;28(9):680-685
Objective:To explore the impacts of remimazolam(REM)on the proliferation,migration,and invasion of hepatocellular carcinoma cells by regulating sphingosine kinase 1/sphingosine 1-phosphate/sphingosine 1-phosphate receptor 3(SPHK1/S1P/S1PR3)signaling pathway.Methods:Human hepatocellular carcinoma cell line HepG2 was treated with REM at concentrations of 0,20,40,80,160,and 320 μmol/L respectively.Cell survival rate was measured,and drug concentrations were screened.Based on the results of cell survival rate,the logarithmic phase cells were di-vided into five groups:Control group,low,medium,and high concentrations of remifentanil groups(REM-L,REM-M,REM-H groups;20,40 and 80 μmol/L),and high concentrations of remifentanil+SPHK1 activator group(REM-H+K6PC-5 group).MTT assay was used to detect the survival rate of HepG2 cells.Plate cloning experiment was performed to de-tect cell proliferation ability.Scratch experiment was performed to detect cell migration ability.Transwell chamber method was performed to detect cell invasion ability.Flow cytometry was used to detect cell apoptosis.Western blot was used to detect the SPHK1,S1P,S1PR3,Bax,and Bcl-2 proteins in cells.Results:For the Control group,the REM-L,REM-M,and REM-H groups showed that the number of HepG2 cell clones,scratch healing rate,invasion rate,Bcl-2,SPHK1,S1P,S1PR3,and N-cadherin proteins gradually decreased with increasing REM concentration,while the apoptosis rate and Bax,E-cadherin proteins showed an opposite trend(P<0.05).For the REM-H group,the REM-H+K6PC-5 group showed a clear increase in the number of HepG2 cell clones,scratch healing rate,invasion rate,Bcl-2,SPHK1,S1P,S1PR3,and N-cadherin proteins,and a clear decrease in the apoptosis rate and Bax,E-cadherin proteins(P<0.05).Conclusion:REM may inhibit the proliferation,migration,and invasion of hepatocellular carcinoma cells and promote cell apoptosis by suppressing SPHK1/S1P/S1PR3 signaling pathway.
4.Unsupervised deformable medical image registration based on self-similarity context and mixed attention|N|
Bicao LI ; Yan WANG ; Bei WANG ; Zhuhong SHAO ; Xuwei GUO ; Benze YI
Chinese Journal of Medical Physics 2025;42(3):305-312
To fully exploit Transformer for accurate registration,self-similarity context is used as a feature extractor to extract the semantic information of the voxel neighborhood context,using symmetric multi-scale discrete optimization with diffusion regularization to find smooth transformations for quickly calculating the point-by-point distance between descriptors.In addition,a spatial-channel Transformer based on window attention network is proposed,which combines channel,spatial attention and self-attention scheme based on(moving)window,and makes full use of the complementary advantages of these 3 attention mechanisms,enabling the network to utilize global statistical information and have strong local fitting ability.The results of comprehensive experiments on 3D brain MRI datasets of LPBA40,IXI and OASIS shows that the proposed method is superior to the commonly used registration methods(SyN,VoxelMorph,CycleMorph,ViT-V-Net and TransMorph)on several evaluation indicators,proving its effectiveness in deformable medical image registration.
5.Comparison of the effects of CR and PS prostheses in the treatment of knee osteoarthritis
Shangz-Eng WANG ; Bei ZHANG ; Zhen WANG ; Shang MA ; Deyang RUANGZHANG ; Zhiying YIN ; Yunqi ZHU ; Kunpeng HU ; Shao CHENG
The Journal of Practical Medicine 2024;40(9):1251-1256
Objective To compare the effect of posterior cruciate ligament retaining(CR)and posterior cruciate substituting(PS)prosthesis in knee arthroplasty.Methods 64 patients with knee osteoarthritis were admitted to our department from June 2021 to June 2022 and whom met the selection criteria were randomly selected and divided into observation group and control group(n = 32).CR prosthesis was used in the observation group,and PS prosthesis was used in the control group.Operation time,postoperative drainage volume,difference of hemoglobin(HGB)before and after operation,postoperative hospital stay,postoperative range of motion at 7 d,14 d,45 d,3 months and 1 year were recorded.ROM,visual analog pain Scale(VAS),Hospital for special surgery(HSS)score,and maximum forward and backward displacement of knee joint and the regular radiographs were also recorded,too.Results The two groups were similar in terms of operation time,postoperative hospital stay,postoperative VAS score and maximum anterior and posterior displacement of knee joint,with P values greater than 0.05,which had no statistical significance.The postoperative drainage volume in the observation group was significantly less than that in the control group,with statistical significance(P<0.05).The HGB difference of observation group was significantly lower than that of control group,with statistical significance(P<0.05).There was no statistically significant differ-ence in ROM and HSS scores between the two groups before surgery;the ROM and HSS scores of the control group at 7,14 and 45 days after surgery was better than that of the observation group,with statistical significance(P<0.05);the ROM and HSS scores of the two groups at 3 months after surgery was not statistically significant.The ROM and HSS scores in the observation group was better than that in the control group at 6 months and 1 year after operation,and the difference was statistically significant(P<0.05).Conclusions CR prosthesis is superior to PS prosthesis in terms of intraoperative blood loss and post-operative drainage volume,which can reduce surgical risk.Both kinds of prosthesis can achieve good knee stability after surgery,while PS prosthesis has better early clinical effect,while CR prosthesis has better long-term clinical effect.
6.Efficacy and safety of nicorandil and ticagrelor de-escalation after percutaneous coronary intervention for elderly patients with acute coronary syndrome
Xiang SHAO ; Ning BIAN ; Hong-Yan WANG ; Hai-Tao TIAN ; Can HUA ; Chao-Lian WU ; Bei-Xing ZHU ; Rui CHEN ; Jun-Xia LI ; Tian-Chang LI ; Lu MA
Medical Journal of Chinese People's Liberation Army 2024;49(1):75-81
Objective To explore the efficacy and safety of ticagrelor de-escalation and nicorandil therapy in elderly patients with acute coronary syndrome(ACS)after percutaneous coronary intervention(PCI).Methods A total of 300 elderly patients with ACS were selected from the Sixth and Seventh Medical Center of Chinese PLA General Hospital and Beijing Chaoyang Integrative Medicine Emergency Rescue and First Aid Hospital from November 2016 to June 2019,including 153 males and 147 females,aged>65 years old.All the patients received PCI,and all had double antiplatelet therapy(DAPT)scores≥2 and a new DAPT(PRECISE-DAPT)score of≥25.All patients were divided into two groups by random number table method before operation:ticagrelor group(n=146,ticagrelor 180 mg load dose followed by PCI,and ticagrelor 90 mg bid after surgery)and ticagrelor de-escalation + nicorandil group(n=154,ticagrelor 180 mg load dose followed by PCI,ticagrelor 90 mg bid+nicorandil 5 mg tid after surgery,changed to ticagrelor 60 mg bid+ nicorandil 5 mg tid 6 months later).Follow-up was 12 months.The composite end points of cardiovascular death,myocardial infarction and stroke,the composite end points of mild hemorrhage,minor hemorrhage,other major hemorrhage and major fatal/life-threatening hemorrhage as defined by the PLATO study,and the composite end points of cardiovascular death,myocardial infarction,stroke and bleeding within 12 months in the two groups were observed.Results The comparison of general baseline data between the two groups showed no statistically significant difference(P>0.05).There was also no significant difference in the composite end points of cardiovascular death,myocardial infarction and stroke between the two groups(P>0.05).The cumulative incidence of bleeding events in ticagrelor de-escalation + nicorandil group was significantly lower than that in ticagrelor group(P<0.05),while the composite end points of cardiovascular death,myocardial infarction,stroke and bleeding were also significantly lower than those in tecagrelor group(P<0.05).Conclusion In elderly patients with ACS,the treatment of ticagrelor de-escalation + nicorandil after PCI may not increase the incidence of ischemic events such as cardiovascular death,myocardial infarction or stroke,and it may reduce the incidence of hemorrhagic events.
8.Platelet RNA enables accurate detection of ovarian cancer: an intercontinental, biomarker identification study.
Yue GAO ; Chun-Jie LIU ; Hua-Yi LI ; Xiao-Ming XIONG ; Gui-Ling LI ; Sjors G J G IN 'T VELD ; Guang-Yao CAI ; Gui-Yan XIE ; Shao-Qing ZENG ; Yuan WU ; Jian-Hua CHI ; Jia-Hao LIU ; Qiong ZHANG ; Xiao-Fei JIAO ; Lin-Li SHI ; Wan-Rong LU ; Wei-Guo LV ; Xing-Sheng YANG ; Jurgen M J PIEK ; Cornelis D DE KROON ; C A R LOK ; Anna SUPERNAT ; Sylwia ŁAPIŃSKA-SZUMCZYK ; Anna ŁOJKOWSKA ; Anna J ŻACZEK ; Jacek JASSEM ; Bakhos A TANNOUS ; Nik SOL ; Edward POST ; Myron G BEST ; Bei-Hua KONG ; Xing XIE ; Ding MA ; Thomas WURDINGER ; An-Yuan GUO ; Qing-Lei GAO
Protein & Cell 2023;14(6):579-590
Platelets are reprogrammed by cancer via a process called education, which favors cancer development. The transcriptional profile of tumor-educated platelets (TEPs) is skewed and therefore practicable for cancer detection. This intercontinental, hospital-based, diagnostic study included 761 treatment-naïve inpatients with histologically confirmed adnexal masses and 167 healthy controls from nine medical centers (China, n = 3; Netherlands, n = 5; Poland, n = 1) between September 2016 and May 2019. The main outcomes were the performance of TEPs and their combination with CA125 in two Chinese (VC1 and VC2) and the European (VC3) validation cohorts collectively and independently. Exploratory outcome was the value of TEPs in public pan-cancer platelet transcriptome datasets. The AUCs for TEPs in the combined validation cohort, VC1, VC2, and VC3 were 0.918 (95% CI 0.889-0.948), 0.923 (0.855-0.990), 0.918 (0.872-0.963), and 0.887 (0.813-0.960), respectively. Combination of TEPs and CA125 demonstrated an AUC of 0.922 (0.889-0.955) in the combined validation cohort; 0.955 (0.912-0.997) in VC1; 0.939 (0.901-0.977) in VC2; 0.917 (0.824-1.000) in VC3. For subgroup analysis, TEPs exhibited an AUC of 0.858, 0.859, and 0.920 to detect early-stage, borderline, non-epithelial diseases and 0.899 to discriminate ovarian cancer from endometriosis. TEPs had robustness, compatibility, and universality for preoperative diagnosis of ovarian cancer since it withstood validations in populations of different ethnicities, heterogeneous histological subtypes, and early-stage ovarian cancer. However, these observations warrant prospective validations in a larger population before clinical utilities.
Humans
;
Female
;
Blood Platelets/pathology*
;
Biomarkers, Tumor/genetics*
;
Ovarian Neoplasms/pathology*
;
China
9.Automated diagnostic classification with lateral cephalograms based on deep learning network model.
Qiao CHANG ; Shao Feng WANG ; Fei Fei ZUO ; Fan WANG ; Bei Wen GONG ; Ya Jie WANG ; Xian Ju XIE
Chinese Journal of Stomatology 2023;58(6):547-553
Objective: To establish a comprehensive diagnostic classification model of lateral cephalograms based on artificial intelligence (AI) to provide reference for orthodontic diagnosis. Methods: A total of 2 894 lateral cephalograms were collected in Department of Orthodontics, Capital Medical University School of Stomatology from January 2015 to December 2021 to construct a data set, including 1 351 males and 1 543 females with a mean age of (26.4± 7.4) years. Firstly, 2 orthodontists (with 5 and 8 years of orthodontic experience, respectively) performed manual annotation and calculated measurement for primary classification, and then 2 senior orthodontists (with more than 20 years of orthodontic experience) verified the 8 diagnostic classifications including skeletal and dental indices. The data were randomly divided into training, validation, and test sets in the ratio of 7∶2∶1. The open source DenseNet121 was used to construct the model. The performance of the model was evaluated by classification accuracy, precision rate, sensitivity, specificity and area under the curve (AUC). Visualization of model regions of interest through class activation heatmaps. Results: The automatic classification model of lateral cephalograms was successfully established. It took 0.012 s on average to make 8 diagnoses on a lateral cephalogram. The accuracy of 5 classifications was 80%-90%, including sagittal and vertical skeletal facial pattern, mandibular growth, inclination of upper incisors, and protrusion of lower incisors. The acuracy rate of 3 classifications was 70%-80%, including maxillary growth, inclination of lower incisors and protrusion of upper incisors. The average AUC of each classification was ≥0.90. The class activation heat map of successfully classified lateral cephalograms showed that the AI model activation regions were distributed in the relevant structural regions. Conclusions: In this study, an automatic classification model for lateral cephalograms was established based on the DenseNet121 to achieve rapid classification of eight commonly used clinical diagnostic items.
Male
;
Female
;
Humans
;
Young Adult
;
Adult
;
Artificial Intelligence
;
Deep Learning
;
Cephalometry
;
Maxilla
;
Mandible/diagnostic imaging*
10.The role of methylation of placental glucocorticoid response gene in the association between pregnancy-related anxiety in the third trimester and birth outcomes.
Hui LIU ; Bei Bei ZHU ; Fang Biao TAO ; Shan Shan SHAO
Chinese Journal of Preventive Medicine 2023;57(2):208-214
Objective: To investigate the role of methylation of placental glucocorticoid response gene in the association between pregnancy-related anxiety in the third trimester and birth outcomes. Methods: Based on a prospective cohort study, singleton live births and their mothers from the Ma'anshan Birth Cohort Study (MABC) were included as participants in this study. The maternal pregnancy-related anxiety symptoms in the third trimester of pregnancy were evaluated by using the Pregnancy-related Anxiety Questionnaire. The neonatal birth outcomes were collected from medical records. The placental tissues from 300 pregnant women with pregnancy-related anxiety and 300 without pregnancy-related anxiety were collected to detect the methylation of FKBP5, NR3C1 and HSD11B2 genes using the Methyl Target approach. The methylation factors were extracted by exploratory factor analysis. Linear regression or logistic regression models were used to analyze the association between pregnancy-related anxiety in the third trimester, methylation factor scores, and birth outcomes. The mediating role of methylation factors in the association between pregnancy-related anxiety in the third trimester and birth outcomes was analyzed by using the Process procedure. Results: The mean age of 2 833 pregnant women was (26.60±3.60) years old. After adjusting for confounding factors, pregnancy-related anxiety in the third trimester increased the risk of small-for-gestational-age (OR=1.32, 95%CI:1.00-1.74). A total of 5 methylation factors were extracted, and the factor 5 was loaded with FKBP5 CpGs 18-21. Pregnancy-related anxiety in the third trimester was negatively correlated with the factor 5 (β=-0.24,95%CI:-0.44--0.05). The factor 5 was positively correlated with the gestational age (β=0.17, 95%CI:0.06-0.27). In addition, the factor 2 (β=0.02,95%CI:0.00-0.04) and factor 3 (β=0.03,95%CI:0.01-0.05) were positively correlated with 5-min Apgar score after delivery. However, this study did not found the mediating role of the scores of the factor characterized by FKBP5 in the relationship between pregnancy-related anxiety and birth outcomes. Conclusion: Pregnancy-related anxiety in the third trimester may reduce the methylation level of FKBP5 CpGs 18-21 in placental tissues and is associated with the risk of small-for-gestational-age.
Infant, Newborn
;
Pregnancy
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Female
;
Humans
;
Young Adult
;
Adult
;
Pregnancy Trimester, Third
;
Placenta
;
Glucocorticoids/metabolism*
;
Cohort Studies
;
Prospective Studies
;
Methylation
;
Factor V/metabolism*
;
Anxiety/genetics*

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