1.Research on Sound Diagnosis Constitution Identification Based on Deep Learning Transformer and Transfer Learning
Shaoyang MEN ; Lyujie CHEN ; Xiaomei HUANG ; Xiaobing WEN ; Chuanquan LIN ; Honglai ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1750-1757
Objective The identification of TCM constitution plays an important role in"treating and preventing diseases"of TCM.At present,the identification of damp-heat constitution and balanced constitution is mostly determined by questionnaire,and subjective factors have a great influence.Aiming at the identification of damp-heat constitution and balanced constitution in TCM,this paper utilizes voice signal to automatically realize the constitution identification task,in order to provide assistance for the clinical identification of TCM constitution.Methods Based on deep learning Transformer and transfer learning,a pure attentional mechanism model was designed for the identification of constitution in TCM sound diagnosis.We collected 700 voices from 34 subjects,pre-processed the voice data to obtain the corresponding Mayer spectrum diagram,and used the Transformer model pre-trained based on the public data set to improve the performance of the model for audio classification.Results The accuracy of the experimental results was 83.33%,the AUC was 92.16%,the sensitivity was 80.25%,and the specificity was 87.03%.Compared with the Convolutional Neural Network(CNN),the performance of the deep learning model was better.Conclusion In this paper,the damp-heat constitution and balanced constitution identification model Transformer has achieved better identification effect,indicating that it can improve the efficiency of TCM acoustic diagnosis of constitution identification,and promote the objective and intelligent development of constitution identification.
2.Application of bicuspid pulmonary valve sewn by 0.1 mm expanded polytetrafluoroethylene in right ventricle outflow tract reconstruction
Jianrui MA ; Tong TAN ; Miao TIAN ; Jiazichao TU ; Wen XIE ; Hailong QIU ; Shuai ZHANG ; Jian ZHUANG ; Jimei CHEN ; Jianzheng CEN ; Shusheng WEN ; Haiyun YUAN ; Xiaobing LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(08):1127-1132
Objective To introduce a modified technique of right ventricular outflow tract (RVOT) reconstruction using a handmade bicuspid pulmonary valve crafted from expanded polytetrafluoroethylene (ePTFE) and to summarize the early single-center experience. Methods Patients with complex congenital heart diseases (CHD) who underwent RVOT reconstruction with a handmade ePTFE bicuspid pulmonary valve due to pulmonary regurgitation at Guangdong Provincial People’s Hospital from April 2021 to February 2022 were selected. Postoperative artificial valve function and right heart function indicators were evaluated. Results A total of 17 patients were included, comprising 10 males and 7 females, with a mean age of (18.18±12.14) years and a mean body weight of (40.94±19.45) kg. Sixteen patients underwent reconstruction with a handmade valved conduit, with conduit sizes ranging from 18 to 24 mm. No patients required mechanical circulatory support, and no in-hospital deaths occurred. During a mean follow-up period of 12.89 months, only one patient developed valve dysfunction, and no related complications or adverse events were observed. The degree of pulmonary regurgitation was significantly improved post-RVOT reconstruction and during follow-up compared to preoperative levels (P<0.001). Postoperative right atrial diameter, right ventricular diameter, and tricuspid regurgitation area were all significantly reduced compared to preoperative values (P<0.05). Conclusion The use of a 0.1 mm ePTFE handmade bicuspid pulmonary valve for RVOT reconstruction in complex CHD is a feasible, effective, and safe technique.
3.Study on biodistribution of mixed activated killer immune cells in immunodeficient mice after administration
Manman ZHAO ; Lijun JIANG ; Jing ZHAO ; Hua JIANG ; Ying HUANG ; Hairuo WEN ; Xiaobing ZHOU
Adverse Drug Reactions Journal 2025;27(5):274-280
Objective:To explore the biodistribution characteristics of mixed activated killer (MAK) immune cells in immunodeficient mice after administration.Methods:Ninety-six immune immunodeficient (NOG) mice (half male and half female) were equally divided into MAK cell group and solvent control group. The MAK cell group mice were injected with DiR-labeled MAK cells via the tail vein, while those in the solvent control group were injected with an equal amount of solvent via the tail vein. The number of MAK cells in the peripheral blood of mice was detected using a flow cytometry at 11 time points from 15 minutes to 84 days after administration. The distribution of MAK cells in mice was measured using in vivo bioluminescence imaging at 18 time points from 5 minutes to 84 days after administration. And at 8 time points from 3 hours to 84 days after administration, the heart, liver, spleen, lungs, kidneys, brain, stomach, duodenum, colon, bone marrow, fat, skeletal muscle, testes/uterus, epididymis/ovary, and blood were collected from corresponding mice. The DNA levels of MAK cells in blood and various organs of these mice were detected using fluorescence real-time quantitative polymerase chain reaction (qPCR) method.Results:The flow cytometry results showed that MAK cells could be detected in the peripheral blood of mice 15 minutes after administration, and the highest number of MAK cells in blood appeared during 3 hours to 1 day. By 14 days after administration, MAK cells were almost undetectable in peripheral blood of mice. In vivo bioluminescence imaging results showed that the fluorescence intensity of MAK cells in mice was strongest on days 1 and 2 after administration, and MAK cells were mostly distributed in the liver, spleen, lung, and leg bone of mouse. The qPCR detection results showed that MAK cells were mainly distributed in the spleen and lungs. High levels of MAK cell DNA amplification were observed in organs such as the spleen and lungs 28-56 days after administration, and a certain amount of MAK cell DNA could still be detected in organs of mice such as the spleen at 84 days.Conclusions:After administration, MAK cells were mainly distributed in the spleen, lung, liver and other organs of NOG mice. From 28 to 56 days after administration, MAK cells are significantly activated and proliferate, and a certain amount of MAK cell DNA can still be detected in the spleen and other organs after 84 days in mice.
4.Research on Sound Diagnosis Constitution Identification Based on Deep Learning Transformer and Transfer Learning
Shaoyang MEN ; Lyujie CHEN ; Xiaomei HUANG ; Xiaobing WEN ; Chuanquan LIN ; Honglai ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1750-1757
Objective The identification of TCM constitution plays an important role in"treating and preventing diseases"of TCM.At present,the identification of damp-heat constitution and balanced constitution is mostly determined by questionnaire,and subjective factors have a great influence.Aiming at the identification of damp-heat constitution and balanced constitution in TCM,this paper utilizes voice signal to automatically realize the constitution identification task,in order to provide assistance for the clinical identification of TCM constitution.Methods Based on deep learning Transformer and transfer learning,a pure attentional mechanism model was designed for the identification of constitution in TCM sound diagnosis.We collected 700 voices from 34 subjects,pre-processed the voice data to obtain the corresponding Mayer spectrum diagram,and used the Transformer model pre-trained based on the public data set to improve the performance of the model for audio classification.Results The accuracy of the experimental results was 83.33%,the AUC was 92.16%,the sensitivity was 80.25%,and the specificity was 87.03%.Compared with the Convolutional Neural Network(CNN),the performance of the deep learning model was better.Conclusion In this paper,the damp-heat constitution and balanced constitution identification model Transformer has achieved better identification effect,indicating that it can improve the efficiency of TCM acoustic diagnosis of constitution identification,and promote the objective and intelligent development of constitution identification.
5.Study on biodistribution of mixed activated killer immune cells in immunodeficient mice after administration
Manman ZHAO ; Lijun JIANG ; Jing ZHAO ; Hua JIANG ; Ying HUANG ; Hairuo WEN ; Xiaobing ZHOU
Adverse Drug Reactions Journal 2025;27(5):274-280
Objective:To explore the biodistribution characteristics of mixed activated killer (MAK) immune cells in immunodeficient mice after administration.Methods:Ninety-six immune immunodeficient (NOG) mice (half male and half female) were equally divided into MAK cell group and solvent control group. The MAK cell group mice were injected with DiR-labeled MAK cells via the tail vein, while those in the solvent control group were injected with an equal amount of solvent via the tail vein. The number of MAK cells in the peripheral blood of mice was detected using a flow cytometry at 11 time points from 15 minutes to 84 days after administration. The distribution of MAK cells in mice was measured using in vivo bioluminescence imaging at 18 time points from 5 minutes to 84 days after administration. And at 8 time points from 3 hours to 84 days after administration, the heart, liver, spleen, lungs, kidneys, brain, stomach, duodenum, colon, bone marrow, fat, skeletal muscle, testes/uterus, epididymis/ovary, and blood were collected from corresponding mice. The DNA levels of MAK cells in blood and various organs of these mice were detected using fluorescence real-time quantitative polymerase chain reaction (qPCR) method.Results:The flow cytometry results showed that MAK cells could be detected in the peripheral blood of mice 15 minutes after administration, and the highest number of MAK cells in blood appeared during 3 hours to 1 day. By 14 days after administration, MAK cells were almost undetectable in peripheral blood of mice. In vivo bioluminescence imaging results showed that the fluorescence intensity of MAK cells in mice was strongest on days 1 and 2 after administration, and MAK cells were mostly distributed in the liver, spleen, lung, and leg bone of mouse. The qPCR detection results showed that MAK cells were mainly distributed in the spleen and lungs. High levels of MAK cell DNA amplification were observed in organs such as the spleen and lungs 28-56 days after administration, and a certain amount of MAK cell DNA could still be detected in organs of mice such as the spleen at 84 days.Conclusions:After administration, MAK cells were mainly distributed in the spleen, lung, liver and other organs of NOG mice. From 28 to 56 days after administration, MAK cells are significantly activated and proliferate, and a certain amount of MAK cell DNA can still be detected in the spleen and other organs after 84 days in mice.
6.Diagnosis and surgical treatment of high-risk anomalous aortic origin of coronary artery
Hujun CUI ; Jimei CHEN ; Shushui WANG ; Jianzheng CEN ; Gang XU ; Shusheng WEN ; Xiaobing LIU ; Jian ZHUANG
Chinese Journal of Surgery 2024;62(3):242-247
Objective:To analyze the diagnosis and surgical treatment of high-risk anomalous aortic origin of coronary artery (AAOCA).Methods:This is a retrospective case series study. From January 2016 to July 2023, 24 cases of high-risk AAOCA underwent surgical treatment in Department of Cardiac Surgery, Guangdong Provincial People's Hospital. There were 18 males and 6 females, operatively aged ( M (IQR)) 13 (26) years (range: 0.3 to 57.0 years). They were confirmed by cardiac ultrasound and cardiac CT, all of which had anomalous coronary running between the aorta and the pulmonary artery. There were 15 cases of the right coronary artery from the left aortic sinus of Valsalva, 6 cases of left coronary artery from the right aortic sinus of Valsalva, 3 cases of the sigle coronary artery. Only 3 patients had no obvious related symptoms (2 cases were complicated with a positive exercise stress test and 1 case with other intracardiac malformations), 21 cases had a history of chest tightness, chest pain, or syncope after exercise. Three patients suffered syncope after exercise and underwent cardiopulmonary resuscitation (2 cases were treated with an extracorporeal membrane oxygenerator (ECMO)). The gap from the first symptom to the diagnosis was 4.0 (11.5) months (range: 0.2 to 84.0 months). The detection rate of coronary artery abnormalities suggested by the first cardiac ultrasound was only 37.5% (9/24). Seven patients were complicated with other cardiac diseases (4 cases with congenital heart defects, 2 cases with coronary atherosclerotic heart disease, 1 case with mitral valve disease). Results:All 24 patients underwent surgical treatment (23 cases underwent abnormal coronary artery unroofing, 1 case underwent coronary artery bypass grafting), and 5 patients underwent other intracardiac malformation correction at the same time. There were no death or surgery related complications in the hospital for 30 days after the operation. A patient with preoperative extracorporeal cardiopulmonary resuscitation was continuously assisted by ECMO after emergency AAOCA correction and had complications such as limb ischemia necrosis and renal dysfunction after the operation. During the follow-up of 2.2 (3.3) years (range: 1 month to 7.2 years), one patient who previously underwent percutaneous transluminal coronary angioplasty with a stent implant experienced significant postoperative symptomatic relief, and the other discharged patients had no related symptoms.Conclusions:The accurate rate of initial diagnosis for high-risk AAOCA is still low, but the risk of cardiovascular accidents is high. For sports-related chest pain and other symptoms, more attention should be paid to the detection of AAOCA, especially for adolescents. Exercise stress testing can be helpful in evaluating the cardiovascular risk of asymptomatic AAOCA. Instant surgical treatment can achieve satisfactory curative effects.
7.Diagnosis and surgical treatment of high-risk anomalous aortic origin of coronary artery
Hujun CUI ; Jimei CHEN ; Shushui WANG ; Jianzheng CEN ; Gang XU ; Shusheng WEN ; Xiaobing LIU ; Jian ZHUANG
Chinese Journal of Surgery 2024;62(3):242-247
Objective:To analyze the diagnosis and surgical treatment of high-risk anomalous aortic origin of coronary artery (AAOCA).Methods:This is a retrospective case series study. From January 2016 to July 2023, 24 cases of high-risk AAOCA underwent surgical treatment in Department of Cardiac Surgery, Guangdong Provincial People's Hospital. There were 18 males and 6 females, operatively aged ( M (IQR)) 13 (26) years (range: 0.3 to 57.0 years). They were confirmed by cardiac ultrasound and cardiac CT, all of which had anomalous coronary running between the aorta and the pulmonary artery. There were 15 cases of the right coronary artery from the left aortic sinus of Valsalva, 6 cases of left coronary artery from the right aortic sinus of Valsalva, 3 cases of the sigle coronary artery. Only 3 patients had no obvious related symptoms (2 cases were complicated with a positive exercise stress test and 1 case with other intracardiac malformations), 21 cases had a history of chest tightness, chest pain, or syncope after exercise. Three patients suffered syncope after exercise and underwent cardiopulmonary resuscitation (2 cases were treated with an extracorporeal membrane oxygenerator (ECMO)). The gap from the first symptom to the diagnosis was 4.0 (11.5) months (range: 0.2 to 84.0 months). The detection rate of coronary artery abnormalities suggested by the first cardiac ultrasound was only 37.5% (9/24). Seven patients were complicated with other cardiac diseases (4 cases with congenital heart defects, 2 cases with coronary atherosclerotic heart disease, 1 case with mitral valve disease). Results:All 24 patients underwent surgical treatment (23 cases underwent abnormal coronary artery unroofing, 1 case underwent coronary artery bypass grafting), and 5 patients underwent other intracardiac malformation correction at the same time. There were no death or surgery related complications in the hospital for 30 days after the operation. A patient with preoperative extracorporeal cardiopulmonary resuscitation was continuously assisted by ECMO after emergency AAOCA correction and had complications such as limb ischemia necrosis and renal dysfunction after the operation. During the follow-up of 2.2 (3.3) years (range: 1 month to 7.2 years), one patient who previously underwent percutaneous transluminal coronary angioplasty with a stent implant experienced significant postoperative symptomatic relief, and the other discharged patients had no related symptoms.Conclusions:The accurate rate of initial diagnosis for high-risk AAOCA is still low, but the risk of cardiovascular accidents is high. For sports-related chest pain and other symptoms, more attention should be paid to the detection of AAOCA, especially for adolescents. Exercise stress testing can be helpful in evaluating the cardiovascular risk of asymptomatic AAOCA. Instant surgical treatment can achieve satisfactory curative effects.
8.Surgical prognosis for infracardiac total anomalous pulmonary venous connection: experience in a single institution
Miaoyun CHEN ; Furong LIU ; Xiaobing LIU ; Jimei CHEN ; Shusheng WEN ; Haiyun YUAN ; Jianzheng CEN ; Jian ZHUANG
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(1):28-33
Objective:This study aimed at reviewing surgical experiences and exploring risk factors for mortality and postoperative complications in patients with infracardiac total anomalous pulmonary venous connection (TAPVC).Methods:This retrospective study included 74 infants who underwent conventional repair (28 cases) and sutureless repair (46 cases) in one hospital from February 2009 to December 2022. Clinical data were reviewed to assess risk factors for mortality and postoperative pulmonary venous obstruction (PVO). Kaplan- Meier curves and cox regressions were applied to analyze the overall survival. Cumulative incidence curve and sub-distribution hazard models were used to evaluate postoperative PVO. Results:There were 4 early deaths and 3 late deaths, and the overall survival rate was 90.5%. A total of 12 patients complicated postoperative PVO. The median follow-up was 39.4 months ( IQR: 13.3 to 73.7 months). The overall survival rate was higher in the sutureless group than the conventional group ( P=0.003). The incidence rate of postoperative PVO in the conventional group was higher than that in the sutureless group ( P= 0.008). Risk factors for recurrent PVO included longer cardiopulmonary bypass time, the increase of direct bilirubin level and international normalized ratio level before surgical repair. Conclusion:Both sutureless and conventional repairs for patients with infracardiac TAPVC can achieve acceptable postoperative outcomes. Sutureless repair has a higher survival rate and a lower incidence of re-stenosis in pulmonary veins and anastomosis.
9.The effect of cuproptosis related gene methylation on the prognosis of cervical cancer
Yu DING ; Jiaqi PENG ; Jinhui CHEN ; Zhiwei ZHOU ; Qian WU ; Ping LI ; Yuli LIU ; Ping TAN ; Yan HU ; Xiaobing XIE ; Dingsheng WEN
Chinese Journal of Laboratory Medicine 2024;47(4):407-412
To investigate the differences in methylation levels of cuproptosis related genes in cervical cancer and their effects on clinical prognosis.Methods:The methylation data of 310 cervical tissue specimens were acquired from public databases. The UALCAN database was used to analyze the methylation level differences of 12 cuproptosis-related genes and study their level in different stages or grades of cervical cancer. Genes with statistically significant differences were selected for prognosis analysis using the EWAS datahub. Finally, gene-enrichment analysis, pathway analysis, immune infiltration analysis, the mutation rate and tumor mutation burden (TMB) of the genes in cervical cancer were analyzed using the cBioportal database. Two independent samples rank-sum test was used for differences in methylation levels and immune cell infiltration; comparative analyses of overall survival were performed using KM survival curves and Log-rank two-sided tests. TMB analyses were performed using the Wilcoxon Test for statistical analyses; Pearson correlation analysis was used for assessment in GSEA and pathway analyses.Results:The methylationβvalue of Cyclin Dependent Kinase Inhibitor 2A (CDKN2A gene) in the cervical cancer tissues of patients was 0.075 which was significantly higher than the methylationβvalue of 0.049 in normal human tissues ( P=0.008). Dihydrolipoamide S-Acetyltransferase (DLAT gene) methylation with a β value of 0.102 was significantly higher than normal human tissue methylation with a β value of 0.08 ( P=0.002), and the methylation level β value of Lipoyltransferase 1 (LIPT1 gene) in cervical cancer tissues was 0.06,which was significantly lower than normal human tissue methylation value of 0.092 ( P=0.009). Patients with CDKN2A gene methylation levels≥0.199 had an overall survival of 14.75 years, which was lower than that of patients with methylation levels<0.199 (17.56 years) ( P=0.034).The results of gene enrichment analysis indicated that it mainly involves biological processes such as the response to type I interferon and DNA replication. The expression of CDKN2A gene is positively correlated with the number of neutrophils and dendritic cells in the tumor microenvironment( P<0.05), and negatively correlated with the number ofmacrophages( P<0.05). TMB was higher in the group of variants of the CDKN2A gene than in the group of non-variants ( P=0.019). Conclusion:CDKN2A methylation is a potential biomarker for predicting the prognosis of cervical cancer.
10.Additional tricuspid valve annuloplasty versus isolated closure for atrial septal defect with secondary moderate to severe tricuspid regurgitation: A propensity score matching study
Tianyu CHEN ; Xiaobing LIU ; Juemin YU ; Qiushi REN ; Hailong QIU ; Shusheng WEN ; Jian ZHUANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(04):519-527
Objective To compare the efficacy of additional tricuspid valve annuloplasty (TVP) and isolated closure for atrial septal defect (ASD) with moderate to severe tricuspid regurgitation (TR). Methods Clinical data of the patients diagnosed with ASD combined with secondary moderate to severe TR and treated in our hospital from January 2009 to June 2020 were retrospectively analyzed. Patients were divided into a TVP group and a non-TVP group based on whether TVP was performed simultaneously. The baseline data of two groups were matched with a ratio of 1∶1 propensity score. Results A total of 32 pairs from 257 patients were successfully matched. In the TVP group, there were 24 females and 8 males with an average age of 44.0±13.1 years. In the non-TVP group, there were 28 females and 4 males with an average age of 44.5±11.6 years. The TR area and estimated pulmonary artery pressure in the two groups were significantly decreased compared with preoperation (all P<0.001). The TR area (P=0.001) and the estimated pulmonary artery pressure (P=0.002) were decreased more significantly in the TVP group than those in the non-TVP group. Linear regression analysis showed that age and preoperative TR area had a positive correlation with TR area at follow-up (β=0.045 and 0.259, respectively, both P<0.05), while additional TVP had a negative correlation (β=–1.542, P=0.001). Conclusion Additional TVP can significantly reduce the TR area and pulmonary artery pressure, and elderly patients with severe TR before surgery should actively receive TVP.

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