1.Classification research of TCM pulse conditions based on multi-label voice analysis
Haoran Shen ; Junjie Cao ; Lin Zhang ; Jing Li ; Jianghong Liu ; Zhiyuan Chu ; Shifeng Wang ; Yanjiang Qiao
Journal of Traditional Chinese Medical Sciences 2024;11(2):172-179
Objective:
To explore the feasibility of remotely obtaining complex information on traditional Chinese medicine (TCM) pulse conditions through voice signals.
Methods:
We used multi-label pulse conditions as the entry point and modeled and analyzed TCM pulse diagnosis by combining voice analysis and machine learning. Audio features were extracted from voice recordings in the TCM pulse condition dataset. The obtained features were combined with information from tongue and facial diagnoses. A multi-label pulse condition voice classification DNN model was built using 10-fold cross-validation, and the modeling methods were validated using publicly available datasets.
Results:
The analysis showed that the proposed method achieved an accuracy of 92.59% on the public dataset. The accuracies of the three single-label pulse manifestation models in the test set were 94.27%, 96.35%, and 95.39%. The absolute accuracy of the multi-label model was 92.74%.
Conclusion
Voice data analysis may serve as a remote adjunct to the TCM diagnostic method for pulse condition assessment.
2.Regulation mechanism of bromodomain-containing protein 2 for antitumor immunity
Cheng ZHANG ; Yuanyuan LI ; Ailing LI ; Jianghong MAN
Military Medical Sciences 2024;48(5):355-361
Objective To investigate the effect and mechanism of bromodomain-containing protein 2(BRD2)on regulation of antitumor immunity,and to explore a novel target for immunotherapy.Methods The REMBRANDT glioma database and GlioVis and TIMER websites were used to compare the expression levels of BRD2 in tumor tissues and normal ones.The correlations between BRD2 expression levels and the prognosis of patients with glioblastoma multiforme(GBM)and those between BRD2 expression levels and immune cell infiltration in GBM were studied.The interference plasmid targeting the BRD2 gene was constructed.The lentivirus was packaged and used to infect murine glioma cells GL261.The positive cells were screened with blasticidin for 6 days,and the expression level of BRD2 protein was detected by Western blot.The CellTiter-Glo kit was used to detect the cell viability of GL261 cells after BRD2 knockdown,which were transplanted into the subcutaneous tissue of C57BL/6J mice to form subcutaneous tumors.The tumor volume was measured periodically.Twenty-eight days after tumor inoculation,the tumors were removed and tumor cells isolated.The infiltration of CD8+T cells within the subcutaneous tumor tissue was analyzed using flow cytometry and immunohistochemistry.Results BRD2 was highly expressed in a variety of tumor tissues.The prognosis of glioma patients with high BRD2 expressions was poor,and the BRD2 expression level was negatively correlated with CD8+T cell infiltration in the tumor.The growth rate of subcutaneously transplanted GL261 tumor cells after BRD2 knockdown was decelerated,and the infiltration level of CD8+T cells in subcutaneous tumor tissue was increased.Conclusion BRD2 over-expression inhibits the infiltration of CD8+T cells in GBM tumors and promotes the growth of tumors.
3.In situ needle fenestration thoracic endovascular aortic repair for treating aortic dissection involving aortic arch
Junlong ZHU ; Tongjie XU ; Peng LI ; Jianghong DAI ; Hao CHEN ; Wei DOU ; Yong LIU ; Huqiang HE
Chinese Journal of Interventional Imaging and Therapy 2024;21(9):517-521
Objective To observe the effect of in situ needle fenestration thoracic endovascular aortic repair(TEVAR)for treating aortic dissection(AD)involving aortic arch.Methods Data of 16 patients with AD involving aortic arch who underwent in situ needle fenestration TEVAR for reconstruction of aortic arch branches were retrospectively analyzed,and the number of fenestration,technical success rate and TEVAR related complications were recorded.Regular follow-up was conducted after TEVAR,the repair of dissection and the patency of fenestrated branch blood vessels were evaluated,the endoleak was assessed,and the survival of patients were recorded.Results The main aortic stent was successfully implanted in all 16 cases.Among them,4 received triple fenestration stent implantation in zones Z0,Z1 and Z2,6 received double fenestration stent implantation in zones Z1 and Z2,2 received double fenestration stent implantation in zones Z0 and Z1 and 4 received single fenestration stent implantation in zone Z2.The success rate of brachiocephalic trunk(BCT)fenestration was 83.33%(5/6).Left common carotid artery(LCCA)-right common carotid artery bypass was performed in 1 case without successful fenestration.The success rate of LCCA fenestration was 100%(12/12).The success rate of left subclavian artery(LSA)fenestration was 87.50%(14/16),2 cases with not successful fenestration were treated with axillar-axillary artery artificial vascular bypass.The technical success rate of intervention was 100%(16/16).Type Ⅰa endoleak occurred in 1 case during TEVAR process and improved after embolization with spring coil.One patient died of pericardial tamponade at the end of TEVAR.Fifteen patients were followed up for a median follow-up time of 20 months.During this period,transient ischemic attack and local small dissection at the proximal beginning of the main stent occurred each in 1 case,which improved after no special treatment.Type Ⅰ endoleak occurred in 1 case,type Ⅲ endoleak occurred in 2 cases,all improved after proximal fenestrated membrane stent implantation or spring coil embolization treatment.One case died of coronary heart disease.Conclusion In situ needle fenestration TEVAR was effective and safe for treating AD involving aortic arch.
4.The classification performance of MMV-Net model for benign and malignant masses on X-ray mammography using deep learning
Jiahao LI ; Jiahe BAI ; Jie LAN ; Haixia LI ; Yan ZHANG ; Jianghong SUN
Practical Oncology Journal 2024;38(3):179-183
Objective The MMV-Net,a deep learning framework based on mammogram multiple views,was constructed to evaluate the classification performance of the model for benign and malignant masses.Methods A retrospective analysis was conduc-ted on a dataset of 1 585 breast X-ray images from Harbin Medical University Cancer Hospital from 2018 to 2020,including 806 be-nign cases and 779 malignant cases.The dataset was divided into the training set(n=1268)and the test set(n=317)according to an 8∶2 ratios,and the training set was stratified according to the 5-fold cross validation.The integrated DDSM dataset and INBreast dataset were used as external test sets(n=1645)to evaluate the model performance.Each case in the input layer contained 4 views.The MMV-Net model was constructed by removing the last two layers of the ResNet22 network structure and adding an average poo-ling layer as the feature extraction layer,as well as fully connection layer and softmax activation function as the decision layers.Bayes-ian hyperparameter optimization was used.The performance of MMV-Net,MFA Net,and ensemble inception V4 models in AUC val-ues,accuracy,precision,recall and F1 scores were compared.Results The AUC values of MMV-Net model for distinguishing benign and malignant masses on the test set were 0.913,0.882 for MFA-Net,and 0.865 for inception V4.The accuracy and precision evalu-ation metrics of the MMV-Net model were also higher than the other two models.Conclusion The deep learning MMV-Net model based on multiple views of mammogram is helpful for the classification of benign and malignant breast masses.
5.Clinical characteristics and prognostic analysis of systemic lupus erythematosus combined with thrombotic microangiopathy in children
Jianghong DENG ; Xuanyi LIU ; Shipeng LI ; Fengqiao GAO ; Weiying KUANG ; Junmei ZHANG ; Xiaohua TAN ; Chao LI ; Yuan XUE ; Caifeng LI
Chinese Journal of Applied Clinical Pediatrics 2024;39(9):666-671
Objective:To analyze the clinical characteristics of children with systemic lupus erythematosus (SLE) combined with thrombotic microangiopathy (TMA), and clarify the clinical outcomes and related risk factors of pediatric patients through their treatment and follow-up.Methods:This was a single-center retrospective case-control study. Children diagnosed with SLE combined with TMA between January 2017 and January 2023 at Beijing Children′s Hospital, Capital Medical University, were selected as the TMA group, and SLE children without TMA were selected as the control group.According to the prognosis, children in the TMA group were further divided into the good prognosis group and the poor prognosis group.The data of the children were collected, including age, gender, SLE disease activity, clinical presentations at the time of diagnosis and at the time of thrombosis, laboratory examinations, treatment strategies, prognosis, and follow-up results.The chi-square test and Z-test were used for comparison of count data.The t-test was used for comparison of metrological pairing data.The Fisher′s exact test was used to compare the differences between the 2 groups in categorical variables.The univariate Logistic regression was used to analyze the risk factors of poor prognosis. Results:There were 29 cases in the TMA group, and the incidence of TMA accounted for 2.53% of SLE patients; 33 cases were in the control group.The age at diagnosis of TMA was 13 years and 5 months (ranging from 9 years, 1 month and 5 days to 17 years and 4 months).The common clinical manifestations in order of prevalence were renal involvement (28 cases, 96.55%), hematologic involvement (26 cases, 89.66%), serous effusion (17 cases, 58.62%), rash (13 cases, 44.82%), and neurologic involvement (12 cases, 41.38%).Pleurisy or pericarditis, renal involvement and neurological involvement occurred more often in the TMA group than in the control group (17 cases vs.3 cases, 28 cases vs.10 cases, 12 cases vs.3 cases), and the TMA group showed less facial rash and arthritis than the control group (13 cases vs.25 cases, 4 cases vs.17 cases), and the differences were statistically significant (all P<0.05).The Systemic Lupus Erythematosus Disease Activity Index score in the TMA group [(24.14±9.42) scores] was significantly higher than that in the control group [(10.18±9.42) scores], and the difference was statistically significant ( t=3.233, P<0.05).The hemoglobin level, platelet count, and complement C3 level of the children in the TMA group were significantly lower than those in the control group, whereas the double stranded DNA antibody, lactate dehydrogenase, D-dimer, urea, creatinine, ferritin level, and urine protein quantitation were significantly higher than those in the control group, and the differences were statistically significant (all P<0.05).In the TMA group, 5 cases had decreased ADAMTS13 activity, and 5 cases had significantly increased complement C5b9.A total of 15 cases (51.72%) in the TMA group underwent renal biopsy, and 13 of them had combined renal TMA.In the TMA group, 28 patients (96.6%) received hormone therapy, 17 patients received plasma exchange, and 12 patients were treated with immunosuppressants and biologics; 19 patients (65.5%) improved, and 10 patients (34.5%) gave up the treatment due to deterioration of the disease.The urea level and peripheral blood fragmented erythrocyte rate in the good prognosis group were significantly lower than those in the poor prognosis group [(13.18±4.39) mmol/L vs.(21.16±10.14) mmol/L, t=2.975, P=0.006; 8/17 (47.06%) vs.7/7 (100%), χ2=5.929, P=0.015].The univariate Logistic regression analysis showed that the fragmented erythrocyte, ADAMTS13 activity and urea were the independent risk factors for poor prognosis (all P<0.05). Conclusions:SLE patients with moderate-to-severe disease activity, especially children with hemolytic anemia, thrombocytopenia, and renal dysfunction as prominent manifestations, should be alert to the risk of TMA.Early diagnosis and treatment are crucial.
6.Study on relationship between platelet transfusion efficacy and KIR-HLA receptor-ligand compatibility
Yu HAN ; Fan YANG ; Lixin JIAO ; Lingling LIU ; Jianghong YU ; Tingting NIE ; Xin LIU ; Rixin BAI ; Xu YANG ; Ying CHEN ; Yanfei LI ; Kaiye LI ; Xiaotang YU
Chinese Journal of Blood Transfusion 2023;36(7):567-570
【Objective】 To study the correlation between platelet transfusion efficacy and KIR receptor-HLA ligand. 【Methods】 Thirty-three leukemia patients with positive HLA antibody were tested for cross-matching with donor platelets. Platelets from suitable donors were selected for transfusion, and the 24-hour platelet corrected count increment (CCI) was used to determine the transfusion effect. KIR and ligand genotyping were performed on blood samples from patients and donors by PCR-SSP method, and the relationship between platelet transfusion effects and KIR receptor-HLA ligand was analyzed. 【Results】 In 74 occasions of platelet transfusion, 42 were ineffective and 32 were effective. When the donor had C2 gene and HLA-B Bw4-80T gene, the frequency of ineffective platelet transfusion in the recipient was 69.0% (29/42) and 52.4% (22/35), respectively, which was significantly higher than that in the effective group [25.0% (8/32) and 25.0% (8/32)]. When the donor had C1 gene, and the frequency of effective platelet transfusion in the recipient was 100.0%(32/32), which was higher than that in the ineffective group [83.3%(35/42)]. When the recipient-donor matching mode was KIR2DL1-C2 and KIR3DL1-(HLA-B Bw4-80T), the frequency of ineffective platelet transfusion was 69.0%(29/42) and 40.5%(22/42),higher than that of the effective group [25% (8/32) and 18.8% (6/32)]. When the recipient-donor matching model was KIR2DL3-C1, the rate of effective platelet transfusion in 32 patients (100.0%), which was higher than that (35 patients 83. 3%) in the ineffective group. When the mismatch mode of recipient iKIR+donor HLA ligand receptor was KIR2DL1-C2, the frequency of effective platelet transfusion in the recipient was 78.1% (25/32), which was much higher than that in the ineffective group [31.0% (13/42)]. When the mismatch mode was KIR3DL1-(HLA-B Bw4-80T), the rate of effective platelet transfusion in the recipient was 68.8% (22/32), which was higher than that in the ineffective group (42.9%, 18/42). The difference between the above groups was statistically significant(P<0.05). 【Conclusion】 HLA-C1 and HLA-C2 genes are the key factors affecting the efficacy of platelet transfusion.For platelet refractorines, HLA-C1 is the protective gene, while HLA-C2 and HLA-B Bw4-80T are the susceptible genes. The recipient iKIR+donor HLA ligand receptor model may play an important role in platelet refractoriness.
7.Factors affecting postoperative short-term improvement of consciousness level in patients with prolonged disorders of consciousness after severe traumatic brain injury
Yanjun WANG ; Qinghua LI ; Yutong ZHUANG ; Qianqian GE ; Li MA ; Wenchao GE ; Jianghong HE ; Wenzhi GUO
Chinese Journal of Trauma 2023;39(4):324-330
Objective:To investigate the factors affecting postoperative short-term improvement of consciousness level in patients with prolonged disorders of consciousness after severe traumatic brain injury (sTBI).Methods:A case-control study was conducted to analyze the clinical data of 55 patients with prolonged disorders of consciousness after sTBI admitted to Beijing Tiantan Hospital Affiliated to Capital Medical University and Seventh Medical Center of PLA General Hospital from September 2021 to September 2022. There were 33 males and 22 females, with the age range of 13-68 years [(43.0±15.5)years]. All patients were assessed for the consciousness level using the coma recovery scale-revision (CRS-R) preoperatively and within 48 hours postoperatively. A total of 33 patients were observed in vegetative state and 22 in minimally conscious state preoperatively. The consciousness level was found to be improved in 26 patients (consciousness- improved group), but not improved in the remaining 29 patients (consciousness-unimproved group). Indicators were documented including gender, age, cause of injury, Glasgow coma score (GCS) on admission, course of injury, preoperative consciousness level, operation mode, operation time, intraoperative fluid replenishment, intraoperative urine volume, intraoperative bleeding volume, American Society of Anesthesiologists grade, analgesic regimen and sedation maintenance drugs. A univariate analysis was conducted first to assess those indicators′ correlation with postoperative short-term improvement of consciousness level in patients with prolonged disorders of consciousness after sTBI. Multivariate Logistic regression analysis was then used to determine the independent risk factors for their postoperative short-term improvement of consciousness level.Results:Univariate analysis showed that GCS on admission, course of injury, preoperative consciousness level and analgesic regimen were correlated with short-term improvement of postoperative consciousness level in patients with prolonged disorders of consciousness after sTBI (all P<0.05), whereas gender, age, cause of injury, operation mode, operation time, intraoperative fluid replenishment, intraoperative urine volume, intraoperative bleeding volume, American Society of Anesthesiologists grade and sedation maintenance drugs showed no relation to the improvement of postoperative consciousness level (all P>0.05). Multivariate Logistic regression analysis showed that the GCS ≥7 points on admission ( OR=0.06, 95% CI 0.01, 0.36, P<0.01), preoperative minimally conscious state ( OR=0.09, 95% CI 0.02, 0.40, P<0.01) and intraoperative use of Sufentanil combined with Remifentanil ( OR=0.07, 95% CI 0.01, 0.43, P<0.01) were significantly correlated with postoperative improvement of consciousness level. Conclusion:The GCS on admission (≥7 points), preoperative minimally conscious state and intraoperative use of Sufentanil combined with Remifentanil are independent risk factors affecting short-term postoperative improvement of consciousness level in patients with prolonged disorders of consciousness after sTBI.
8.Clinical characteristics of 86 children with Beh?et′s disease
Chao LI ; Caifeng LI ; Weiying KUANG ; Jianghong DENG ; Jiang WANG ; Junmei ZHANG ; Xiaohua TAN ; Shipeng LI
Chinese Journal of Rheumatology 2023;27(4):225-229
Objective:To analyze the clinical characteristics of pediatric patients with Beh?et′s disease.Methods:The clinical characteristics of 86 newly diagnosed children with Beh?et′s disease admitted to the rheumatology department of Beijing Children′s Hospital from July 2015 to December 2020 were analyzed retrospectively. Statistical product and service solutions (SPSS) 26 was used for statistical analysis. The normal distribution of measurement data is expressed in Mean± SD, and the non normaldistribution of measurement data was expressed in median(minimum, maximum). The counting data was expressed in frequency (cases) and percentage. Results:There was no gender difference in the incidence of Beh?et′s disease in 86 children.The age of onset was 0.1~15.9 years, with an average of (7±4) years, and the age of diagnosis was 1.3~16.6 years, with an average of (10±4) years.The course of disease from onset to diagnosis was 0.5~168 months, with a median course of 21 months. Among 86 cases, 52 cases (60.5%) showed the most common oral ulcer at the onset, followed by 19 cases (22.1%) with fever. In terms of clinical manifestations: the most common clinical manifestation was oral ulcer in 82 cases (95.3%), followed by fever in 58 cases (67.4%), and gastrointestinal symptoms in 44 cases (51.2%). The common manifestation of digestive system involvement was abdominal pain and diarrhea. Ten cases (11.6%) had ocular symptoms, 13 cases (15.3%) had vascular involvement, and 3 cases (3.5%) had pulmonary involvement. Fourteen cases (16.2%) had family history. Fourty seven patients (54.7%) had elevated leukocyte, 65 patients (75.6%) had elevated CRP and 72 patients (83.7%) had elevated ESR.Conclusion:Beh?et′s disease in children is usually insidious in onset and infants may suffer from this disease. Oral ulcer is the most common clinical manifestation, followed by fever. For patients with fever of unknown cause, Beh?et′s disease should be noted. In terms of involvement of important organs, digestive tract involvement is more common in childhood, followed by large blood vessels and eyes.
9.Mechanism of Chaihu Shugansan in Treatment of Functional Dyspepsia in Rats Based on Mitophagy and Pink1/Parkin Signaling Pathway
Xiangxiang WANG ; Yujiao WANG ; Li LI ; Qingling JIA ; Kailin JIANG ; Keming YANG ; Jianghong LING
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(2):45-51
ObjectiveTo investigate the mechanism of Chaihu Shugansan in the treatment of functional dyspepsia in rats based on mitophagy and PTEN-induced kinase 1 (Pink1)/E3 ubiquitin ligase (Parkin). signaling pathway. MethodAccording to the principle of random grouping, 40 SD rats were assigned into a normal group, a model group, a Chaihu Shugansan group, and a positive drug (domperidone) group, with 10 rats in each group. The rats in other groups except the normal group received tail-clamping stimulation to replicate the model of functional dyspepsia. After each time of stimulation, the rats in the normal, model, Chaihu Shugansan, and positive drug groups were administrated with normal saline, normal saline, Chaihu Shugansan (4.8 g·kg-1), and an aqueous solution of domperidone (4.5 mg·kg-1), respectively. After 28 days of modeling, the gastric emptying rate and the small intestine propulsion rate of the rats in each group were measured and the tissue samples were collected. Hematoxylin-eosin (HE) staining was employed for observation of damage in gastric antrum tissue, and transmission electron microscopy (TEM) for ultrastructural observation of gastric interstitial cells of Cajal (ICCs). Immunofluorescence co-localization was adopted to observe the expression of cytochrome c oxidase (COX Ⅳ) and Parkin. Western blot was employed to determine the expression levels of microtubule-associated protein 1, light chain 3 (LC3), and the mitophagy-associated proteins prohibitin2 (PHB2), Pink1, Parkin, and ubiquitin-specific protease 30 (USP30). ResultCompared with the normal group, the modeling decreased the gastric emptying rate and the small intestine propulsion rate (P<0.05). Compared with the model group, Chaihu Shugansan increased the gastric emptying rate and the small intestine propulsion rate (P<0.05). The results of TEM showed that Chaihu Shugansan reduced the swelling degree of mitochondria in gastric antrum tissue. Compared with the normal group, the modeling increased the fluorescence intensity of Parkin in mitochondria (P<0.01), while such increase can be alleviated by Chaihu Shugansan (P<0.01). Western blotting results showed that compared with the normal group, the modeling up-regulated the protein levels of LC3, Pink1, Parkin, and PHB2 (P<0.05, P<0.01) and down-regulated the protein level of USP30 (P<0.01). Compared with the model group, Chaihu Shugansan down-regulated the protein levels of LC3, Pink1, Parkin, and PHB2 (P<0.05, P<0.01) and up-regulated the protein level of USP30 (P<0.01). ConclusionChaihu Shugansan may treat functional dyspepsia by blocking the Pink1/Parkin signaling pathway to inhibit excessive mitochondrial autophagy in ICCs.
10.Functional dyspepsia treated with WangShiBaoChiWan: a randomized, double-blind, parallel-controlled, multicenter clinical study
Huiyun ZHU ; Xiaoyang DONG ; Jianguo XIAO ; Xiangpeng HU ; Shengbao LI ; Jianlin REN ; Jianghong LING ; Guoxiong ZHOU ; Xi CHEN ; Xiaohua HOU ; Shengsheng ZHANG ; Jianting CAI ; Duowu ZOU ; Yanqing LI ; Bin CHENG ; Xiaoyan WANG ; Zhaoshen LI ; Yiqi DU
Chinese Journal of Digestion 2023;43(12):834-840
Objective:To compare the efficacy and safety between WangShiBaoChiWan and mosapride in the treatment of functional dyspepsia (FD).Methods:From September 2019 to September 2020, patients with postprandial fullness and early satiation who met the Rome Ⅳ criteria for FD diagnosis were enrolled from 15 hospitals, including the First Affiliated Hospital of Naval Medical University (Shanghai Changhai Hospital), Beijing Traditional Chinese Medicine Hospital Affiliated to Capital Medical College. The subjects were randomly divided into WangShiBaoChiWan (experimental) group and mosapride (control) group in the ratio of 1∶1. The treatment regimens were WangShiBaoChiWan+ mosapride simulator, WangShiBaoChiWan simulator+ mosapride, respectively with a treatment period of 2 weeks. The primary efficacy outcome was the improvement rates of main symptoms before and after treatment, the secondary efficacy primary efficacy outcome was the total clinical effective rate and the change of the single symptom score. And the safety indicator included adverse events. Independent sample t-test, paired t-test and chi-square test were used for statistical analysis. Results:A total of 251 FD patients were enrolled in the full analysis set, including 124 in the experimental group and 127 in the control group; 241 FD patients were in the per-protocol analysis set, including 117 in the experimental group and 124 in the control group. The analysis of per-protocol analysis set showed that the improvement rates of the main symptoms of the experimental group and the control group were (66±29)% and (60±30)%, respectively, and the difference was not statistically significant ( P>0.05). The improvement rate of the main symptoms of the experimental group reached 117% of that of the control group, which exceeded the expected non-inferiority standard of 80%. The total clinical effective rates of the experimental group and the control group were 76.07% (89/117) and 75.81% (94/124), respectively, and the difference was not statistically significant ( P>0.05). The results of full analysis set showed that the incidence of adverse events of the experimental group and the control group was 1.62% (2/124) and 1.57% (2/127), respectively, and the difference was not statistically significant ( P>0.05). There were no serious adverse events in the two groups. Conclusion:The improvement rate of the main symptoms of WangShiBaoChiWan is not inferior to that of mosapride in the treatment of FD, and it has good safety.


Result Analysis
Print
Save
E-mail