1.Development and validation of a multi-modality fusion deep learning model for differentiating glioblastoma from solitary brain metastases
Shanshan SHEN ; Chunquan LI ; Yaohua FAN ; Shanfu LU ; Ziye YAN ; Hu LIU ; Haihang ZHOU ; Zijian ZHANG
Journal of Central South University(Medical Sciences) 2024;49(1):58-67
Objective:Glioblastoma(GBM)and brain metastases(BMs)are the two most common malignant brain tumors in adults.Magnetic resonance imaging(MRI)is a commonly used method for screening and evaluating the prognosis of brain tumors,but the specificity and sensitivity of conventional MRI sequences in differential diagnosis of GBM and BMs are limited.In recent years,deep neural network has shown great potential in the realization of diagnostic classification and the establishment of clinical decision support system.This study aims to apply the radiomics features extracted by deep learning techniques to explore the feasibility of accurate preoperative classification for newly diagnosed GBM and solitary brain metastases(SBMs),and to further explore the impact of multimodality data fusion on classification tasks. Methods:Standard protocol cranial MRI sequence data from 135 newly diagnosed GBM patients and 73 patients with SBMs confirmed by histopathologic or clinical diagnosis were retrospectively analyzed.First,structural T1-weight,T1C-weight,and T2-weight were selected as 3 inputs to the entire model,regions of interest(ROIs)were manually delineated on the registered three modal MR images,and multimodality radiomics features were obtained,dimensions were reduced using a random forest(RF)-based feature selection method,and the importance of each feature was further analyzed.Secondly,we used the method of contrast disentangled to find the shared features and complementary features between different modal features.Finally,the response of each sample to GBM and SBMs was predicted by fusing 2 features from different modalities. Results:The radiomics features using machine learning and the multi-modal fusion method had a good discriminatory ability for GBM and SBMs.Furthermore,compared with single-modal data,the multimodal fusion models using machine learning algorithms such as support vector machine(SVM),Logistic regression,RF,adaptive boosting(AdaBoost),and gradient boosting decision tree(GBDT)achieved significant improvements,with area under the curve(AUC)values of 0.974,0.978,0.943,0.938,and 0.947,respectively;our comparative disentangled multi-modal MR fusion method performs well,and the results of AUC,accuracy(ACC),sensitivity(SEN)and specificity(SPE)in the test set were 0.985,0.984,0.900,and 0.990,respectively.Compared with other multi-modal fusion methods,AUC,ACC,and SEN in this study all achieved the best performance.In the ablation experiment to verify the effects of each module component in this study,AUC,ACC,and SEN increased by 1.6%,10.9%and 15.0%,respectively after 3 loss functions were used simultaneously. Conclusion:A deep learning-based contrast disentangled multi-modal MR radiomics feature fusion technique helps to improve GBM and SBMs classification accuracy.
2.Effects of a structured exercise intervention on the healthy physical fitness in patients with leukemia receiving umbilical cord blood transplantation
Lu HUANG ; Yun WU ; Wenwen HU ; Ping QIANG ; Yaohua WU ; Yongliang ZHANG
Chinese Journal of Health Management 2024;18(12):899-904
Objective:To explore the effects of a structured exercise intervention on the healthy physical fitness in patients with leukemia receiving umbilical cord blood transplantation.Methods:It was a randomized controlled trial, conducted from August 2022 to October 2023 at the Department of Hematology of the First Affiliated Hospital of the University of Science and Technology of China (Anhui Provincial Hospital). Fifty leukemia patients undergoing umbilical cord blood transplantation were recruited and were randomly assigned to either the control group (24 cases) or the intervention group (26 cases) using a random number table method. The control group received routine nursing care, health education, and exercise guidance during hospitalization. The intervention group were given moderate-intensity structured exercise intervention, including aerobic, resistance exercises, and flexibility training, three times per week for 30 to 40 minutes per session, over a period of 6 to 8 weeks. During the study, 2 patients withdrew due to disease reasons, and finally, 22 patients in the control group and 26 patients in the intervention group were obtained. The paired t-test, Wilcoxon test, and covariance analysis were used to compare the indices of healthy physical fitness before and after the intervention between the two groups, aiming to explore the effects of a structured exercise intervention on the healthy physical fitness of leukemia patients undergoing umbilical cord blood transplantation. Results:Before the intervention, there was no significant differences in baseline characteristics, such as age, gender and disease status between the two groups (all P>0.05). During the hospitalization phase, the rate of exercise participation in the intervention group was 73.4%, the frequency of exercise was (2.20±0.41) sessions per week and the duration of each exercise session was (34.34±5.05) minutes, and the Borg′s rating of perceived exertion was (13.04±0.82) points. After intervention, the indicators including cardiovascular endurance, muscle fitness, and functional activity status in the two groups were all decreased, and the reduction degree of the indicators were all significantly lower in the intervention group when compared with those in the control group [6-minute walk distance (48.81±30.39) m vs (143.05±77.26) m, grip strength of left hand (2.57±1.30) kg vs (6.72±4.88) kg, grip strength of right hand (2.47±1.97) kg vs (6.34±5.70) kg, muscle strength of left upper limb (4.12±2.07) times vs (8.18±5.26) times, muscle strength of right upper limb (3.96±2.29) times vs (7.91±5.16) times, 30 second chair standing test (3.65±1.98) times vs (7.86±4.34) times, and timed-up-and-go test (0.65±0.53) s vs (2.35±1.79) s] (all P<0.05). The flexibility fitness was improved in the intervention group after the intervention [sit-and-reach 2.00(-4.75, 8.18) cm vs 0(-9.75, 6.43) cm] ( P=0.011), but no significant differences was found in the control group ( P>0.05). Conclusions:The structured exercise intervention has advantages in reducing the decline of healthy physical fitness in patients with leukemia receiving umbilical cord blood transplantation, and exerts a protective effect on healthy physical fitness.
3.Research progress on mechanism of necrotizing apoptosis in pancreatic disease
Runze YANG ; Jing QIN ; Chenbo GUO ; Yaohua HU ; Zhandong WANG ; Yanying ZHANG ; Bing SONG ; Min BAI ; Changhong SHI ; Yongfeng WANG
Acta Laboratorium Animalis Scientia Sinica 2024;32(7):933-941
Necroptosis is a regulated process of programmed cell death independent of aspartic acid-specific cysteine protease,which can induce inflammation.Studies have shown that necroptosis is closely related to the progression and prognosis of pancreatic disease and plays an important two-way regulatory role in its progression.Related necroptosis inhibitors and inducers are expected to be used in the treatment of pancreatic disease.We herein review the mechanism of necroptosis and its role in the progression of pancreatic disease to provide a new understanding of the pathogenesis and treatment of pancreatic diseases and offer a theoretical basis for the research and development of targeted drugs.
4.Progress in the study of bone metastasis in prostate cancer based on a mouse model
Chenyang ZHANG ; Yaohua HU ; Yanying ZHANG ; Changhong SHI
Acta Laboratorium Animalis Scientia Sinica 2024;32(9):1191-1197
Prostate cancer is a prevalent malignant tumor in the male genitourinary system,characterized by a high propensity for bone metastasis.It is a leading cause of mortality,with approximately 70%of deaths attributed to this form of metastasis.Mouse models provide a crucial tool in the investigation of prostate cancer bone metastasis,and play a pivotal role in elucidating the underlying pathophysiological mechanisms and in the development and assessment of therapeutic agents.In this review,we summarize research progress in the construction method and evaluation strategies used in establishing prostate cancer bone metastasis mouse models.Notably,this review focuses on the exploration of the mechanisms responsible for prostate cancer bone metastasis,using mouse models,with the aim of offering insights and serving as a valuable reference for prostate cancer bone metastasis.
5.Research progress on anti-tumor effects of LRRC8A volume-regulated anion channels
Runze YANG ; Yaohua HU ; Jing QIN ; Yongfeng WANG ; Changhong SHI
Chinese Journal of Comparative Medicine 2024;34(11):91-99
Volume-regulated anion channels(VRACs)are present in vertebrate cells and a variety of tumor cells.VRACs include leucine-rich-repeat-containing 8A(LRRC8A)and its four homologous family members(LRRC8B-E),of which LRRC8A is an essential subunit.It has been confirmed that the VRAC LRRC8A is involved in the proliferation,migration,invasion,and multi-drug resistance of tumor cells through various signaling pathways.This ion transporter has shown good potential for use in strategies to kill tumor cells and prevent the development of tumors and can be used as a new target for tumor therapy.Therefore,this paper reviews the latest research on the involvement of LRRC8A in tumorigenesis and development.The molecular structure,function,and regulation of LRRC8A in tumor and immune cells,with emphasis on targeting LRRC8A in tumor diagnosis and immunotherapy,are discussed,providing a reference for studies exploring LRRC8A as a new tumor therapy target.
6.Research progress of targeted cancer-associated fibroblast strategy for pancreatic ductal adenocarcinoma immunotherapy
Xingyu LIU ; Jing QIN ; Yaohua HU ; Mengtian GUO ; Jumei ZHAO ; Changhong SHI
Acta Laboratorium Animalis Scientia Sinica 2024;32(11):1472-1481
Pancreatic ductal adenocarcinoma(PDAC)is a common type of pancreatic cancer that is insidious,develops rapidly,and is highly malignant.Traditional treatment strategies are ineffective for PDAC because of its rich extracellular matrix(ECM).Cancer-associated fibroblast(CAF)are the most important component of the ECM,and interact with other immune components in the tumor microenvironment(TME)by secreting numerous effector molecules to form an immunosuppressive TME,which may then allow cancer cells to evade immune system surveillance,promote tumor growth,invasion,and metastasis,and induce ECM remodeling and drug resistance.This review summarizes research progress on the application of targeted CAF in PDAC immunotherapy.We focus on exploring research strategies that promote the transition of TME from an immunosuppressive to an immune-activated state through depleting CAF,inhibiting effector molecules secreted by CAF,reprogramming CAF,and limiting CAF-induced ECM remodeling.This review aims to support the production of more effective therapeutic strategies and provide new method for the immunotherapy of PDAC.
7.Research progress on anti-tumor effects of LRRC8A volume-regulated anion channels
Runze YANG ; Yaohua HU ; Jing QIN ; Yongfeng WANG ; Changhong SHI
Chinese Journal of Comparative Medicine 2024;34(11):91-99
Volume-regulated anion channels(VRACs)are present in vertebrate cells and a variety of tumor cells.VRACs include leucine-rich-repeat-containing 8A(LRRC8A)and its four homologous family members(LRRC8B-E),of which LRRC8A is an essential subunit.It has been confirmed that the VRAC LRRC8A is involved in the proliferation,migration,invasion,and multi-drug resistance of tumor cells through various signaling pathways.This ion transporter has shown good potential for use in strategies to kill tumor cells and prevent the development of tumors and can be used as a new target for tumor therapy.Therefore,this paper reviews the latest research on the involvement of LRRC8A in tumorigenesis and development.The molecular structure,function,and regulation of LRRC8A in tumor and immune cells,with emphasis on targeting LRRC8A in tumor diagnosis and immunotherapy,are discussed,providing a reference for studies exploring LRRC8A as a new tumor therapy target.
8.Research progress of targeted cancer-associated fibroblast strategy for pancreatic ductal adenocarcinoma immunotherapy
Xingyu LIU ; Jing QIN ; Yaohua HU ; Mengtian GUO ; Jumei ZHAO ; Changhong SHI
Acta Laboratorium Animalis Scientia Sinica 2024;32(11):1472-1481
Pancreatic ductal adenocarcinoma(PDAC)is a common type of pancreatic cancer that is insidious,develops rapidly,and is highly malignant.Traditional treatment strategies are ineffective for PDAC because of its rich extracellular matrix(ECM).Cancer-associated fibroblast(CAF)are the most important component of the ECM,and interact with other immune components in the tumor microenvironment(TME)by secreting numerous effector molecules to form an immunosuppressive TME,which may then allow cancer cells to evade immune system surveillance,promote tumor growth,invasion,and metastasis,and induce ECM remodeling and drug resistance.This review summarizes research progress on the application of targeted CAF in PDAC immunotherapy.We focus on exploring research strategies that promote the transition of TME from an immunosuppressive to an immune-activated state through depleting CAF,inhibiting effector molecules secreted by CAF,reprogramming CAF,and limiting CAF-induced ECM remodeling.This review aims to support the production of more effective therapeutic strategies and provide new method for the immunotherapy of PDAC.
9.Preliminary study on metabolites derived from the ethanol extract from the leaves of Dimocarpus longan in rats in vivo
Jue HU ; Guangqiang HUANG ; Jie LIANG ; Xianfu LIU ; Yupin CAO ; Kuikui CHEN ; Yaohua LI ; Shijia AN ; Jingchun LIANG
China Pharmacy 2022;33(21):2572-2577
OBJECTIVE To study the metabolites derived from the ethanol extract from the leaves of Dimocarpus longan preliminarily in rats in vivo ,and to provide reference for elucidating the possible metabolic mechanism of the leaves of D. longan in lowering blood glucose . METHODS Ultra high performance liquid chromatography quadrupole time -of-flight mass spectrometry (UPLC-Q-TOF-MS/MS) was adopted by taking ethanol extract of D. longan leaves,the feces and urine of rats at 0-72 h and 0-48 h after intragastric administration of 33.8 g/kg ethanol extract of D. longan leaves(by extract ),the feces and urine of rats at the corresponding time after intragastric administration of normal saline (blank control ) as samples . The accurate relative molecular weight ,formula and fragment information of the compounds were collected , and the compounds were speculated and i dentified by matching with the database and spectrum library of the instrument ,and comparing with the reference substance and relevant literature . RESULTS A total of eight compounds were identified in urine and feces of rats ,including 2 prototype components and 6 metabolites. Three compounds (including two prototype components as quercetin ,luteolin and one metabolite as luteolin or kaempferol) in feces of rats were identified ;five compounds (all metabolites ) in urine of rats were identified ,involving metabolites of quercetin ,luteolin or kaempferol . Metabolites mainly included the products of methylation ,glucuronidation and oxidation. CONCLUSIONS After intragastric administration ,the ethanol extract from the leaves of D. longan is mainly metabolized in rats through methylation ,glucuronidation and other pathways . The identified compounds are mostly metabolites of quercetin and luteolin .
10.Arthroscopic Bristow procedure using suture-button fixation for treatment of recurrent anterior shoulder instability
Zhenlong BAI ; Zhekun ZHOU ; Guangcheng ZHANG ; Qingxiang HU ; Yanfeng HUANG ; Bangjun CHENG ; Xiaofeng ZHANG ; Daoyun CHEN ; Weilin YU ; Yaohua HE
Chinese Journal of Trauma 2021;37(7):641-645
Objective:To investigate the clinical outcome of arthroscopic suture-button Bristow procedure using suture-button fixation for treatment of recurrent anterior shoulder instability.Methods:A retrospective case series study was conducted to analyze 28 patients with recurrent anterior shoulder instability admitted to Shanghai Sixth People’s Hospital from March 2015 to September 2018,including 26 males and 2 females,aged 18-36 years [(24.1 ± 3.2)years]. Preoperative MRI showed Bankart injury and three-dimensional CT showed glenoid bone defect > 15%. The Hill-Sachs injury was found in 27 patients. Arthroscopic Bristow procedure was used to fix coracoid process graft with the suture-button plate and glenoid labial complex was repaired with the suture anchor to treat anterior instability of the shoulder joint. The visual analogue scale (VAS),American shoulder and elbow surgeon (ASES) scale,Constant score and Rowe score were used to evaluate the shoulder joint function preoperatively,at postoperative 3,6,12 months and at the last follow-up. The postoperative infection,neurovascular injury,redislocation and other complications were recorded,and the incidence rate was calculated. The bone resorption and bone healing of coracoid process graft were analyzed by CT.Results:All patients were followed up for 22 - 36 months [(24.5 ± 6.3) months]. Three months after operation,the VAS,ASES scale and Constant score were not significantly different from those before operation ( P > 0.05). In comparison,the Rowe score was significantly higher than that before operation ( P < 0.05). Six and twelve months after operation,the VAS,ASES scale,Constant score and Rowe score were significantly improved from those before operation ( P < 0.05). At the last follow-up,the VAS decreased from (2.7 ± 1.5)points preoperatively to (0.8 ± 0.3)points,the ASES scale increased from (78.6 ± 12.7)points preoperatively to (92.4 ± 8.4)points,the Constant score increased from (43.4 ± 5.2) points preoperatively to (81.6 ± 6.7) points,the Rowe score increased from (52.3 ± 7.1)preoperatively to (92.7 ± 5.4) points ( P < 0.05). During the follow-up,there was no infection,neurovascular injury,re-dislocation and other complications. In addition,24 (86%) out of the 28 patient showed healing of coracoid process grafts,and the overall bone resorption rate was (18.4 ± 6.1)%. No patients had glenohumeral joint osteoarthritis. Conclusion:Arthroscopic Bristow procedure using suture-button fixation for treatment of recurrent anterior shoulder instability has advantages of a low rate of postoperative complications and a high union rate,indicating an effective and safe surgical procedure.

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