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.The characteristics of functional connectivity of hippocampus and amygdala in type 2 diabetes mellitus with erectile dysfunction
Rui SUN ; Haiyang YU ; Wen ZHANG ; Yun SHEN ; Peng ZHANG ; Xiaomei LIU ; Yuyang YANG ; Jianhuai CHEN ; Jindan WU
Chinese Journal of Diabetes 2025;33(9):667-672
Objective To explore the functional connectivity(FC)changes of hippocampus and amygdala in type 2 diabetes mellitus(T2DM)patients with erectile dysfunction(DMED),and the central pathological neural mechanisms underlying DMED.Methods 61 T2DM patients who visited Department of Endocrinology,Nanjing First Hospital,Nanjing Medical University from January 2020 to December 2021 were selected and divided into a simple T2DM group(n=30)and a combined DMED group(n=31).Another 47 healthy individuals were selected as control group(NC).The international erectile function scale(IIEF-5)was used to evaluate the erectile function.Resting-state functional magnetic resonance imaging(rs-fMRI)data were acquired from all participants.MRI data were preprocessed by the DPABI software package.Bilateral hippocampus and amygdala were selected as regions of interest(ROI)and the whole brain FC values were calculated.The FC values of brain regions between groups were tested by two-sample t-test with REST software package.Results Left hippocampus as ROI:compared with the NC group,FC values of the left superior temporal gyrus increased in the T2DM group,FC values of the left superior frontal gyrus,left inferior temporal gyrus,left posterior central gyrus and rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left inferior parietal gyrus,left supramarginal gyrus,left middle occipital gyrus and right posterior central gyrus decreased in the DMED group.Right hippocampus as ROI:compared with the NC group,FC values of the right middle temporal gyrus and right rolandic operculum increased while FC values of the right calcarine fissure decreased in the T2DM group;FC values of bilateral anterior cingulate gyrus,right middle temporal gyrus and left rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus,left inferior parietal gyrus and right inferior temporal gyrus decreased in the DMED group.Left amygdala as ROI:compared with the NC group,FC values in the left parahippocampal gyrus,left fusiform gyrus and right insula increased in the T2DM group;FC value of the left middle temporal gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left supramarginal gyrus decreased in the DMED group.Right amygdala as ROI:compared with the NC group,FC values of the left insula,right parahippocampal gyrus,right superior temporal gyrus and right supramarginal gyrus increased while FC values in the right caudate decreased in the T2DM group;FC values of the right middle frontal gyrus,left rectus gyrus and left middle occipital gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left inferior parietal gyrus decreased in the DMED group.Conclusions DMED patients have abnormalities in the hippocampus,amygdala and other brain regions,especially the frontal lobe functional cortex,which may be related to changes in their brain function.
3.METTL3 regulates ferroptosis and malignant progression of cervical cancer cells through mediating TRPM7 methylation
Miao FU ; Peng LIU ; Wen TIAN ; Sha WANG ; Xiaomei YIN ; Hao LIU ; Donghai WANG
Basic & Clinical Medicine 2025;45(10):1318-1325
Objective Methyltransferase 3(METTL3)mediated N6-methyladenosine(m6A)methylation modifica-tion of transient receptor potential cation channel subfamily M member 7(TRPM7)regulates ferroptosis and malig-nant progression in cervical cancer(CESC).Methods Totally 40 patients with cervical cancer were collected.Cer-vical cancer tissues and adjacent normal tissues(≥3 cm from the edge of the tumor tissue)were sampled at opera-tion and then divided into experimental group and control group,respectively.RT-qPCR and Western blot were used to detect the differences in TRPM7 mRNA and protein expression between the two groups.TRPM7-interfering cell lines were constructed to investigate the effects of TRPM7 on CESC cells.Cell proliferation and apoptosis were assessed using 5-ethynyl-2'-deoxyuridine(EdU)assay and flow cytometry,respectively.Transwell chamber assays were employed to evaluate cell invasion and migration capabilities.The levels of ferroptosis in CESC cells were measured using kits for reactive oxygen species(ROS),malondialdehyde(MDA),glutathione(GSH),and Fe2+.Bioinformatics tools were utilized to predict methyltransferases associated with TRPM7.The interaction between METTL3 and TRPM7 was examined through RNA immunoprecipitation(RIP)and methylated RNA immunoprecip-itation quantitative PCR(Me-RIP qPCR).The effect of METTL3 on the stability of TRPM7 expression was assessed using actinomycin D assay.Results TRPM7 was highly expressed in CESC tissue and cells.Knockdown of TRPM7 significantly inhibited cell proliferation,promoted cell apoptosis,suppressed cell migration and invasion capabilities,and enhanced ferroptosis levels(P<0.05).Bioinformatics predictions suggested that METTL3 might act as a methyltransferase for TRPM7.Interference with METTL3 gene expression significantly reduced TRPM7 pro-tein levels,decreased TRPM7 m6A modification levels,and impaired TRPM7 gene stability(P<0.05).Conclusions METTL3 regulates CESC proliferation,apoptosis,migration,invasion,and ferroptosis by m6A meth-ylation modification of the TRPM7 gene.
4.Effects of Bone Marrow Mesenchymal Stem Cell Transplantation on Neuropathic Pain in Rats with Spinal Cord Injury and Its Action on LPS-Induced Neuronal Cells
Minghui ZHANG ; Jiangtao WEN ; Xiaomei XIN ; Baohui ZHANG
Journal of Kunming Medical University 2025;46(7):74-83
Objective To investigate the effects of BMSCs treatment on neuropathic pain in rats with SCI and explore the underlying mechanism.Methods The rats were randomly divided into the following groups(n=15 per group):sham-operated(sham)group,spinal cord injury model(SCI)group,SCI+BMSCs group,and SCI+BMSCs+LY294002 group.An SCI model was established using Sprague-Dawley rats,followed by intraspinal administration of BMSCs and the PI3K inhibitor LY294002 to the injured spinal cord of SCI rats.The BBB score,pMWT,and pTWL values under thermal stimulation were measured.Hematoxylin-eosin staining was used to observe pathological changes in the injured spinal cord of rats.The effects of BMSCs transplantation on SCI rats were explored through hematoxylin-eosin staining,immunofluorescence staining,ELISA,and Western Blot experiments.RSCN were induced using LPS and co-cultured with BMSCs and their exosomes.The effects of BMSCs and their exosomes on RSCN were investigated through Annexin V-FITC/PI kit,ELISA,and Western Blot assays.Results The SCI model was considered successfully established when the following criteria were met on post-operative day 5:BBB locomotor score≤5,accompanied by a BBB score<10 on day 20,along with histopathological evidence of spinal cord tissue loosening,extensive vacuolation,and neuronal atrophy observed via HE staining.Compared with the sham group,the SCI group exhibited significantly lower BBB scores,pMWT,and pTWL values(P<0.001).Concurrently,increased immunofluorescence intensity of IBA1,elevated levels of pro-inflammatory cytokines,and pain-related factors were detected in the spinal cord(P<0.001).Furthermore,activation of the PI3K/AKT signaling pathway was significantly suppressed.BMSCs transplantation protected SCI rats by activating the PI3K/AKT pathway(P<0.001).BMSC-mediated spinal cord repair was attenuated by LY294002 administration.LPS-induced RSCNs showed increased apoptosis and pro-inflammatory cytokine release(P<0.001).Co-culture with MSCs or BMSCs-derived exosomes activated the PI3K/AKT signaling pathway,thereby reducing LPS-induced apoptosis and proinflammatory cytokine production(P<0.05).Conclusion BMSCs activate the PI3K/AKT signaling pathway in neurons through exosomes,suppressing the levels of TNF-α,SP,NE,and 5-HT,and promoting functional recovery in SCI rats.
5.Whole lung CT radiomics combined with clinical and conventional CT features for distinguishing non-tuberculous mycobacterial pulmonary disease and pulmonary tuberculosis
Jie SHEN ; Minlin YU ; Xiaomei JIN ; Lin ZHANG ; Zeyang YU ; Shicheng FENG ; Ling WEN
Chinese Journal of Interventional Imaging and Therapy 2025;22(1):16-21
Objective To investigate the value of whole lung CT radiomics combined with clinical and conventional CT features for differentiating non-tuberculous mycobacterial pulmonary disease(NTM-PD)and pulmonary tuberculosis(PTB).Methods Fifty-three NTM-PD(NTM-PD group)and 111 PTB(PTB group)patients diagnosed by mycobacteria culture were retrospectively collected.The patients were divided into training set(n=115,including 37 cases of NTM-PD and 78 cases of PTB)and test set(n=49,including 16 cases of NTM-PD and 33 cases of PTB)at the ratio of 7∶3.Patients'clinical and pulmonary CT manifestations of lesions were analyzed using univariate and multivariate logistic regression,and the independent impact factors for differentiating NTM-PD and PTB lesions were screened.The best radiomics features were extracted and screened based on whole lung CT.Based on independent impact factors,the best radiomics features and their combination,clinical-CT,radiomics and combined models were constructed with random forest,and the differential efficacy of each model was evaluated.Results Patients'age(OR=0.264),gender(OR=0.956),immunoglobulin G(OR=3.416),C reactive protein(OR=3.418)and bronchiectasis shown on CT(OR=0.285)were all independent impact factors for differentiating NTM-PD and PTB.Twelve best radiomics features were screened based on whole lung ROI.The AUC of combined model in training set and test set was 0.915 and 0.901,respectively,both higher than that of clinical model(AUC=0.832,0.801,Z=1.340,3.710,both P<0.05)and radiomics model(AUC=0.877,0.821,Z=-2.520,-5.240,both P<0.05).Conclusion Whole lung CT radiomics combined with clinical and conventional CT features could effectively distinguish NTM-PD and PTB.
6.Three-year evaluation of the efficacy and safety of chronotherapy in dual-allergen subcutaneous immuno-therapy
Hang LI ; Xiaomei YANG ; Wen LYU ; Huimin CHEN ; Rui XU
The Journal of Practical Medicine 2025;41(21):3405-3411
Objective To investigate the effects of different administration times on the efficacy and safety of subcutaneous immunotherapy using dual mite extracts in patients with allergic rhinitis(AR).Methods This study was designed as a retrospective cohort analysis.Thirty-nine mite-sensitized AR patients who completed three years of standardized dual-mite subcutaneous immunotherapy(SCIT)were included.Based on self-selected and consistently maintained injection schedules,patients were non-randomly assigned to either a morning dosing group(MD group,8:00-12:00,n=19)or an afternoon dosing group(AD group,14:00-18:00,n=20),with further subgroup stratification conducted at 2-hour intervals.Nasal and ocular symptoms were evaluated before and after treatment using the visual analog scale(VAS),and all adverse reactions were systematically recorded.Results The AD group exhibited significantly greater improvement in nasal itching compared to the MD group(median difference:-2 vs.0,U=118.5,P=0.04,effect size r=0.33).The AD group also demonstrated favorable trends toward improved sneezing,nasal congestion,rhinorrhea,and total VAS score,although these differences did not reach statistical significance.In the subgroup analysis by 2-hour intervals,the 16:00-18:00 subgroup showed greater symptom relief than the 8:00-10:00 subgroup,though the difference was not statistically significant.No significant differences were observed between the two groups in the incidence of total,local,or systemic adverse reactions(P>0.05),and no moderate or severe systemic adverse events occurred.Conclusions This preliminary retrospective analysis indicates that afternoon administration of dual-mite SCIT,particularly between 16:00 and 18:00,may enhance the improvement of nasal symptoms without elevating safety concerns.The timing of SCIT administration could therefore represent a promising avenue for treatment optimization.
7.Mediating effect of intrinsic motivation of nurses between empowering leadership and job performance
Shujuan WEN ; Lili HOU ; Weihua WU ; Xiaomei JIANG ; Zhiwen ZHU ; Wenli ZHANG ; Lei YANG ; Siqi LI
Chinese Journal of Practical Nursing 2025;41(15):1168-1175
Objective:To explore the mediating effect of intrinsic motivation of nurses between empowering leadership and job performance, with the aim of providing a reference basis for managers to develop a scientific and effective intervention programme to improve nurses′ job performance.Methods:Convenience sampling method was used to select 1 213 clinical nurses from four tertiary general hospitals in Shandong Province, Henan Province, Yunnan Province, and Fujian Province from November to December 2023, and General Information Questionnaire, Empowering Leadership Scale, Intrinsic Motivation Scale, and Job Performance Scale were used to conduct a cross-sectional survey. AMOS26.0 software was used to test the mediating effect of intrinsic motivation of nurses between empowering leadership and job performance.Results:A total of 1 100 nurses completed the survey finally. Among them, there were 58 males and 1 042 females, 474 under 31 years old, 448 between 31-40 years old, and 178 over 40 years old.The total scores of the Empowering Leadership Scale, Intrinsic Motivation Scale, and Job Performance Scale were 49.44 ± 10.04, 82.35 ± 13.54 and 46.27 ± 6.20 in that order. Nurses' job performance were positive correlation with the empowered leadership and intrinsic motivation ( r=0.486, 0.703, both P<0.01), there was a positive correlation between nurse empowerment leadership and intrinsic motivation ( r=0.452, P<0.01). Nurses′ intrinsic motivation partially mediates the relationship between empowering leadership and job performance, accounting for 62.69% of the total effect. Conclusions:Intrinsic motivation of nurses is a mediating variable between empowered leadership and job performance. Nursing managers should focus on nurses' participation in autonomous decision-making to enhance nurses′ sense of competence and meaning at work, and mobilise their motivation to improve job performance.
8.The characteristics of functional connectivity of hippocampus and amygdala in type 2 diabetes mellitus with erectile dysfunction
Rui SUN ; Haiyang YU ; Wen ZHANG ; Yun SHEN ; Peng ZHANG ; Xiaomei LIU ; Yuyang YANG ; Jianhuai CHEN ; Jindan WU
Chinese Journal of Diabetes 2025;33(9):667-672
Objective To explore the functional connectivity(FC)changes of hippocampus and amygdala in type 2 diabetes mellitus(T2DM)patients with erectile dysfunction(DMED),and the central pathological neural mechanisms underlying DMED.Methods 61 T2DM patients who visited Department of Endocrinology,Nanjing First Hospital,Nanjing Medical University from January 2020 to December 2021 were selected and divided into a simple T2DM group(n=30)and a combined DMED group(n=31).Another 47 healthy individuals were selected as control group(NC).The international erectile function scale(IIEF-5)was used to evaluate the erectile function.Resting-state functional magnetic resonance imaging(rs-fMRI)data were acquired from all participants.MRI data were preprocessed by the DPABI software package.Bilateral hippocampus and amygdala were selected as regions of interest(ROI)and the whole brain FC values were calculated.The FC values of brain regions between groups were tested by two-sample t-test with REST software package.Results Left hippocampus as ROI:compared with the NC group,FC values of the left superior temporal gyrus increased in the T2DM group,FC values of the left superior frontal gyrus,left inferior temporal gyrus,left posterior central gyrus and rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left inferior parietal gyrus,left supramarginal gyrus,left middle occipital gyrus and right posterior central gyrus decreased in the DMED group.Right hippocampus as ROI:compared with the NC group,FC values of the right middle temporal gyrus and right rolandic operculum increased while FC values of the right calcarine fissure decreased in the T2DM group;FC values of bilateral anterior cingulate gyrus,right middle temporal gyrus and left rectus gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus,left inferior parietal gyrus and right inferior temporal gyrus decreased in the DMED group.Left amygdala as ROI:compared with the NC group,FC values in the left parahippocampal gyrus,left fusiform gyrus and right insula increased in the T2DM group;FC value of the left middle temporal gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left supramarginal gyrus decreased in the DMED group.Right amygdala as ROI:compared with the NC group,FC values of the left insula,right parahippocampal gyrus,right superior temporal gyrus and right supramarginal gyrus increased while FC values in the right caudate decreased in the T2DM group;FC values of the right middle frontal gyrus,left rectus gyrus and left middle occipital gyrus decreased in the DMED group.Compared with the T2DM group,FC values of the left middle frontal gyrus and left inferior parietal gyrus decreased in the DMED group.Conclusions DMED patients have abnormalities in the hippocampus,amygdala and other brain regions,especially the frontal lobe functional cortex,which may be related to changes in their brain function.
9.Three-year evaluation of the efficacy and safety of chronotherapy in dual-allergen subcutaneous immuno-therapy
Hang LI ; Xiaomei YANG ; Wen LYU ; Huimin CHEN ; Rui XU
The Journal of Practical Medicine 2025;41(21):3405-3411
Objective To investigate the effects of different administration times on the efficacy and safety of subcutaneous immunotherapy using dual mite extracts in patients with allergic rhinitis(AR).Methods This study was designed as a retrospective cohort analysis.Thirty-nine mite-sensitized AR patients who completed three years of standardized dual-mite subcutaneous immunotherapy(SCIT)were included.Based on self-selected and consistently maintained injection schedules,patients were non-randomly assigned to either a morning dosing group(MD group,8:00-12:00,n=19)or an afternoon dosing group(AD group,14:00-18:00,n=20),with further subgroup stratification conducted at 2-hour intervals.Nasal and ocular symptoms were evaluated before and after treatment using the visual analog scale(VAS),and all adverse reactions were systematically recorded.Results The AD group exhibited significantly greater improvement in nasal itching compared to the MD group(median difference:-2 vs.0,U=118.5,P=0.04,effect size r=0.33).The AD group also demonstrated favorable trends toward improved sneezing,nasal congestion,rhinorrhea,and total VAS score,although these differences did not reach statistical significance.In the subgroup analysis by 2-hour intervals,the 16:00-18:00 subgroup showed greater symptom relief than the 8:00-10:00 subgroup,though the difference was not statistically significant.No significant differences were observed between the two groups in the incidence of total,local,or systemic adverse reactions(P>0.05),and no moderate or severe systemic adverse events occurred.Conclusions This preliminary retrospective analysis indicates that afternoon administration of dual-mite SCIT,particularly between 16:00 and 18:00,may enhance the improvement of nasal symptoms without elevating safety concerns.The timing of SCIT administration could therefore represent a promising avenue for treatment optimization.
10.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.

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