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.Emodin promotes autophagy to improve myocardial injury in septic model mice
Yong TIAN ; Qing ZHOU ; Chuanquan LUO ; Hongmei HU ; Changlin MA ; Lei YANG ; Lin WEI
Chinese Journal of Tissue Engineering Research 2025;29(26):5572-5578
BACKGROUND:Emodin has a variety of pharmacological activities such as anti-inflammatory,anti-viral and anti-oxidative stress,and also has a certain protective effect on sepsis-induced myocardial injury,but its mechanism of action is still unclear.OBJECTIVE:To investigate whether emodin can improve myocardial injury in septic mice by promoting autophagy.METHODS:Thirty-two male Kunming mice were divided into sham operation group(n=4),sham operation+emodin group(n=4),model group(n=8),model+emodin group(n=8),and emodin+3-methyladenine group(n=8).The myocardial injury model of septic mice was constructed by cecal ligation and puncture.3-methyladenine(10 mg/kg)was injected intraperitoneally 1 hour before modeling.Emodin(20 mg/kg)was injected intraperitoneally 30 minutes before modeling,and the other groups were injected with the same amount of normal saline at the same time point.Blood and myocardial samples were collected from all mice 24 hours after surgery.ELISA was used to detect the levels of brain natriuretic peptide and cardiac troponin Ⅰ in serum.Western blot assay was used to detect the protein expression of LC3B,Beclin-1,and p62 in myocardial tissue.Hematoxylin-eosin staining was used to observe the pathological changes in myocardial tissue.Ultrasound was used to evaluate the cardiac function of mice.RESULTS AND CONCLUSION:(1)Compared with the sham operation group,there was no significant difference in the levels of serum brain natriuretic peptide,cardiac troponin Ⅰ,and the protein expression of myocardial autophagy proteins LC3Ⅱ/LC3Ⅰ and p62 in the sham operation+emodin group(P>0.05).(2)Compared with the sham operation+emodin group,the levels of serum brain natriuretic peptide and cardiac troponin I were significantly increased in the model group(P<0.05).Compared with the model group,the levels of serum brain natriuretic peptide and cardiac troponin I were decreased in the model+emodin group(P<0.05).(3)Compared with the model group,the expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 protein was increased and the expression of p62 protein was decreased in the myocardial tissue of the model+emodin group(P<0.05).Compared with the model+emodin group,the expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 protein decreased and the expression of p62 protein increased in the emodin+3-methyladenine group(P<0.05).(4)The myocardial fibers in the sham operation group were normal,the myocardial fibers in the model group were disordered with a large number of inflammatory cell infiltration,the myocardial fibers in the model+emodin group were slightly disordered,and some vacuolar changes were observed.The myocardial fibers were disordered,and more inflammatory cell infiltration was observed in the emodin+3-methyladenine group.(5)Compared with the sham operation group,the left ventricular short axis shortening rate and left ventricular ejection fraction were decreased in the model group(P<0.05).Compared with the model group,the left ventricular short axis shortening rate and left ventricular ejection fraction were increased in the model+emodin group(P<0.05).Compared with the model+emodin group,the left ventricular ejection fraction of emodin+3-methyladenine group was decreased(P<0.05),and the left ventricular short axis shortening rate was reduced but not statistically significant(P>0.05).(6)The above results indicate that emodin pretreatment can improve myocardial injury and myocardial dysfunction in septic mice by promoting autophagy.
3.Emodin promotes autophagy to improve myocardial injury in septic model mice
Yong TIAN ; Qing ZHOU ; Chuanquan LUO ; Hongmei HU ; Changlin MA ; Lei YANG ; Lin WEI
Chinese Journal of Tissue Engineering Research 2025;29(26):5572-5578
BACKGROUND:Emodin has a variety of pharmacological activities such as anti-inflammatory,anti-viral and anti-oxidative stress,and also has a certain protective effect on sepsis-induced myocardial injury,but its mechanism of action is still unclear.OBJECTIVE:To investigate whether emodin can improve myocardial injury in septic mice by promoting autophagy.METHODS:Thirty-two male Kunming mice were divided into sham operation group(n=4),sham operation+emodin group(n=4),model group(n=8),model+emodin group(n=8),and emodin+3-methyladenine group(n=8).The myocardial injury model of septic mice was constructed by cecal ligation and puncture.3-methyladenine(10 mg/kg)was injected intraperitoneally 1 hour before modeling.Emodin(20 mg/kg)was injected intraperitoneally 30 minutes before modeling,and the other groups were injected with the same amount of normal saline at the same time point.Blood and myocardial samples were collected from all mice 24 hours after surgery.ELISA was used to detect the levels of brain natriuretic peptide and cardiac troponin Ⅰ in serum.Western blot assay was used to detect the protein expression of LC3B,Beclin-1,and p62 in myocardial tissue.Hematoxylin-eosin staining was used to observe the pathological changes in myocardial tissue.Ultrasound was used to evaluate the cardiac function of mice.RESULTS AND CONCLUSION:(1)Compared with the sham operation group,there was no significant difference in the levels of serum brain natriuretic peptide,cardiac troponin Ⅰ,and the protein expression of myocardial autophagy proteins LC3Ⅱ/LC3Ⅰ and p62 in the sham operation+emodin group(P>0.05).(2)Compared with the sham operation+emodin group,the levels of serum brain natriuretic peptide and cardiac troponin I were significantly increased in the model group(P<0.05).Compared with the model group,the levels of serum brain natriuretic peptide and cardiac troponin I were decreased in the model+emodin group(P<0.05).(3)Compared with the model group,the expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 protein was increased and the expression of p62 protein was decreased in the myocardial tissue of the model+emodin group(P<0.05).Compared with the model+emodin group,the expression of LC3Ⅱ/LC3Ⅰ and Beclin-1 protein decreased and the expression of p62 protein increased in the emodin+3-methyladenine group(P<0.05).(4)The myocardial fibers in the sham operation group were normal,the myocardial fibers in the model group were disordered with a large number of inflammatory cell infiltration,the myocardial fibers in the model+emodin group were slightly disordered,and some vacuolar changes were observed.The myocardial fibers were disordered,and more inflammatory cell infiltration was observed in the emodin+3-methyladenine group.(5)Compared with the sham operation group,the left ventricular short axis shortening rate and left ventricular ejection fraction were decreased in the model group(P<0.05).Compared with the model group,the left ventricular short axis shortening rate and left ventricular ejection fraction were increased in the model+emodin group(P<0.05).Compared with the model+emodin group,the left ventricular ejection fraction of emodin+3-methyladenine group was decreased(P<0.05),and the left ventricular short axis shortening rate was reduced but not statistically significant(P>0.05).(6)The above results indicate that emodin pretreatment can improve myocardial injury and myocardial dysfunction in septic mice by promoting autophagy.
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.Effect of Codonopsis and Glycyrrhizae saccharide extracts on polyamine-dependent signaling pathway during cell migration in IEC-6
Ruliu LI ; Yuzhu TAO ; Dan ZENG ; Shiqing ZHAO ; Chuanquan LIN ; Weiwen CHEN
Chinese Pharmacological Bulletin 2016;(2):245-250,251
Aims To observe the effect of saccharide extracts of Yiqijianpi herb Codonopsis and Glycyrrhizae on polyamine-dependent activation of K+ channels sig-nal pathway during cell migration and to investigate their mechanism of promoting restoration in gastrointes-tinal mucosal injuries. Method The study was based on IEC-6 cell migration model. While in a normal polyamine level or polyamine was inhibited by DFMO, the effect of Codonopsis saccharide extracts and Glycyr-rhizae saccharide extracts on polyamine-dependent acti-vation of K+ channels signal pathway during cell mi-gration was observed. (1) K+ channel protein Kv1. 1 was determined by Western blot. (2)Membrane poten-tial was measured by Flow Cytometer. (3) Laser scan-ning confocal microscope was used for measuring [ Ca2+] cyt. ( 4 ) The expression of RhoA, which is Ca2+ downstream protein, was determined by Western blot. Results During cell migration, Codonopsis and Glycyrrhizae saccharide extracts could: ( 1 ) improve the expression of Kv1 . 1 protein and ameliorate the de-crease of kv1. 1 protein expression by DFMO;(2) in-crease membrane hyperpolarization and reverse mem-brane depolarization resulted by DFMO; ( 3 ) improve intracellular [ Ca2+] cyt, while Codonopsis could re-verse the decrease of [ Ca2+] cyt caused by DFMO;(4) improve the expression of RhoA protein, reversing its decline caused by DFMO. Conclusion Codonop-sis and Glycyrrhizae saccharide extracts can promote cell migration in IEC-6 cell, which is correlated with their effect on polyamine-dependent activation of K+channels signal pathway.
6.Study on effects of citric acid induced acid load on salivary secretion
Lihui WANG ; Long YANG ; Chuanquan LIN ; Ruliu LI ; Dan ZENG ; Weiwen CHEN
International Journal of Laboratory Medicine 2016;37(13):1749-1751,1754
Objective To investigate the effects of citric acid on the related indexes of salivary secretion under acid loading in or‐der to optimize the citric acid load method .Methods The saliva samples were collected from 10 young healthy volunteers at 1-90 s before ,at 91-120 s during and at 121-210 s after citric acid loading .The indexes were detected in saliva with mixed loading and after loading .The salivary alpha‐amylase(sAA ) activity ,pH value ,saliva flow rate ,total protein concentration in various groups were detected .The ratio values before and after the acid loading were compared among the groups .Results (1)The sAA activity , saliva pH value and total protein concentrations after acid loading were significantly increased compared before loading (P<0 .05) , moreover the ratio of after loading and before loading was greater than 1(P<0 .05);(2) however in the citric acid mixing ,the sAA activity ,saliva pH value and total protein concentration were decreased compared with before acid loading ,its ratio was less than 1 (P<0 .05) .Conclusion Citric acid affects the secretion result of acid loading saliva secretion ,it is suggested that the saliva under acid loading is separated treated and analyzed .

Result Analysis
Print
Save
E-mail