1.Lightweight end-to-end model-based korotkoff sounds phase identification and blood pressure measurement
Zhiyu JIANG ; Wenyi KOU ; Li LI ; Qijun ZHAO ; Yongjun QIAN ; Fan PAN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(02):248-254
Objective To propose a lightweight end-to-end neural network model for automated Korotkoff sound phase recognition and subsequent blood pressure (BP) measurement, aiming to improve measurement accuracy and population adaptability. Methods We developed a streamlined architecture integrating depthwise separable convolution (DSConv), multi-head attention (MHA), and bidirectional gated recurrent unit (BiGRU). The model directly processes Korotkoff sound time-series signals to identify auscultatory phases. Systolic BP (SBP) and diastolic BP (DBP) were determined using phase Ⅰ and phaseⅤdetections, respectively. Given the clinical relevance of phase Ⅳ for specific populations (e.g., children and pregnant women, denoted as DBPⅣ), BP values from this phase were also recorded.Results The study enrolled 106 volunteers with 70 males and 36 females at mean age of (40.0±12.0) years. The model achieved 94.25% phase recognition accuracy. Measurement errors were (0.1±2.5) mm Hg (SBP), (0.9±3.4) mm Hg (DBPⅣ), and (0.8±2.6) mm Hg (DBP). Conclusion Our method enables precise phase recognition and BP measurement, demonstrating potential for developing population-adaptive blood pressure monitoring systems.
2.Residual Inflammatory Risk and Intracranial Atherosclerosis Plaque Vulnerability: Insights From High-Resolution Magnetic Resonance Imaging
Ying YU ; Rongrong CUI ; Xin HE ; Xinxin SHI ; Zhikai HOU ; Yuesong PAN ; Mingyao LI ; Jiabao YANG ; Zhongrong MIAO ; Yongjun WANG ; Rong WANG ; Xin LOU ; Long YAN ; Ning MA
Journal of Stroke 2025;27(2):207-216
Background:
and Purpose This study aimed to investigate the association between residual inflammatory risk (RIR) and vulnerable plaques using high-resolution magnetic resonance imaging (HRMRI) in symptomatic intracranial atherosclerotic stenosis (ICAS).
Methods:
This retrospective study included 70%–99% symptomatic ICAS patients hospitalized from January 2016 to December 2022. Patients were classified into four groups based on high-sensitivity C-reactive protein (hs-CRP) and low-density lipoprotein cholesterol (LDL-C): residual cholesterol inflammatory risk (RCIR, hs-CRP ≥3 mg/L and LDL-C ≥2.6 mmol/L), RIR (hs-CRP ≥3 mg/L and LDL-C <2.6 mmol/L), residual cholesterol risk (RCR, hs-CRP <3 mg/L and LDL-C ≥2.6 mmol/L), and no residual risk (NRR, hs-CRP <3 mg/L and LDL-C <2.6 mmol/L). Vulnerable plaque features on HRMRI included positive remodeling, diffuse distribution, intraplaque hemorrhage, and strong enhancement.
Results:
Among 336 included patients, 21, 60, 58, and 197 were assigned to the RCIR, RIR, RCR, and NRR groups, respectively. Patients with RCIR (adjusted odds ratio [aOR], 3.606; 95% confidence interval [CI], 1.346–9.662; P=0.011) and RIR (aOR, 3.361; 95% CI, 1.774–6.368, P<0.001) had higher risks of strong enhancement than those with NRR. Additionally, patients with RCIR (aOR, 2.965; 95% CI, 1.060–8.297; P=0.038) were more likely to have intraplaque hemorrhage compared with those with NRR. In the sensitivity analysis, RCR (aOR, 2.595; 95% CI, 1.201–5.608; P=0.015) exhibited an additional correlation with an increased risk of intraplaque hemorrhage.
Conclusion
In patients with symptomatic ICAS, RIR is associated with a higher risk of intraplaque hemorrhage and strong enhancement, indicating an increased vulnerability to atherosclerotic plaques.
3.Residual Inflammatory Risk and Intracranial Atherosclerosis Plaque Vulnerability: Insights From High-Resolution Magnetic Resonance Imaging
Ying YU ; Rongrong CUI ; Xin HE ; Xinxin SHI ; Zhikai HOU ; Yuesong PAN ; Mingyao LI ; Jiabao YANG ; Zhongrong MIAO ; Yongjun WANG ; Rong WANG ; Xin LOU ; Long YAN ; Ning MA
Journal of Stroke 2025;27(2):207-216
Background:
and Purpose This study aimed to investigate the association between residual inflammatory risk (RIR) and vulnerable plaques using high-resolution magnetic resonance imaging (HRMRI) in symptomatic intracranial atherosclerotic stenosis (ICAS).
Methods:
This retrospective study included 70%–99% symptomatic ICAS patients hospitalized from January 2016 to December 2022. Patients were classified into four groups based on high-sensitivity C-reactive protein (hs-CRP) and low-density lipoprotein cholesterol (LDL-C): residual cholesterol inflammatory risk (RCIR, hs-CRP ≥3 mg/L and LDL-C ≥2.6 mmol/L), RIR (hs-CRP ≥3 mg/L and LDL-C <2.6 mmol/L), residual cholesterol risk (RCR, hs-CRP <3 mg/L and LDL-C ≥2.6 mmol/L), and no residual risk (NRR, hs-CRP <3 mg/L and LDL-C <2.6 mmol/L). Vulnerable plaque features on HRMRI included positive remodeling, diffuse distribution, intraplaque hemorrhage, and strong enhancement.
Results:
Among 336 included patients, 21, 60, 58, and 197 were assigned to the RCIR, RIR, RCR, and NRR groups, respectively. Patients with RCIR (adjusted odds ratio [aOR], 3.606; 95% confidence interval [CI], 1.346–9.662; P=0.011) and RIR (aOR, 3.361; 95% CI, 1.774–6.368, P<0.001) had higher risks of strong enhancement than those with NRR. Additionally, patients with RCIR (aOR, 2.965; 95% CI, 1.060–8.297; P=0.038) were more likely to have intraplaque hemorrhage compared with those with NRR. In the sensitivity analysis, RCR (aOR, 2.595; 95% CI, 1.201–5.608; P=0.015) exhibited an additional correlation with an increased risk of intraplaque hemorrhage.
Conclusion
In patients with symptomatic ICAS, RIR is associated with a higher risk of intraplaque hemorrhage and strong enhancement, indicating an increased vulnerability to atherosclerotic plaques.
4.Residual Inflammatory Risk and Intracranial Atherosclerosis Plaque Vulnerability: Insights From High-Resolution Magnetic Resonance Imaging
Ying YU ; Rongrong CUI ; Xin HE ; Xinxin SHI ; Zhikai HOU ; Yuesong PAN ; Mingyao LI ; Jiabao YANG ; Zhongrong MIAO ; Yongjun WANG ; Rong WANG ; Xin LOU ; Long YAN ; Ning MA
Journal of Stroke 2025;27(2):207-216
Background:
and Purpose This study aimed to investigate the association between residual inflammatory risk (RIR) and vulnerable plaques using high-resolution magnetic resonance imaging (HRMRI) in symptomatic intracranial atherosclerotic stenosis (ICAS).
Methods:
This retrospective study included 70%–99% symptomatic ICAS patients hospitalized from January 2016 to December 2022. Patients were classified into four groups based on high-sensitivity C-reactive protein (hs-CRP) and low-density lipoprotein cholesterol (LDL-C): residual cholesterol inflammatory risk (RCIR, hs-CRP ≥3 mg/L and LDL-C ≥2.6 mmol/L), RIR (hs-CRP ≥3 mg/L and LDL-C <2.6 mmol/L), residual cholesterol risk (RCR, hs-CRP <3 mg/L and LDL-C ≥2.6 mmol/L), and no residual risk (NRR, hs-CRP <3 mg/L and LDL-C <2.6 mmol/L). Vulnerable plaque features on HRMRI included positive remodeling, diffuse distribution, intraplaque hemorrhage, and strong enhancement.
Results:
Among 336 included patients, 21, 60, 58, and 197 were assigned to the RCIR, RIR, RCR, and NRR groups, respectively. Patients with RCIR (adjusted odds ratio [aOR], 3.606; 95% confidence interval [CI], 1.346–9.662; P=0.011) and RIR (aOR, 3.361; 95% CI, 1.774–6.368, P<0.001) had higher risks of strong enhancement than those with NRR. Additionally, patients with RCIR (aOR, 2.965; 95% CI, 1.060–8.297; P=0.038) were more likely to have intraplaque hemorrhage compared with those with NRR. In the sensitivity analysis, RCR (aOR, 2.595; 95% CI, 1.201–5.608; P=0.015) exhibited an additional correlation with an increased risk of intraplaque hemorrhage.
Conclusion
In patients with symptomatic ICAS, RIR is associated with a higher risk of intraplaque hemorrhage and strong enhancement, indicating an increased vulnerability to atherosclerotic plaques.
5.Establishment of HPLC fingerprint and content determination of Gerbera delavayi
Lisha SUN ; Li JIANG ; Li LI ; Lin TIAN ; Yang WANG ; Jie PAN ; Yueting LI ; Yongjun LI
China Pharmacy 2025;36(9):1052-1058
OBJECTIVE To establish the fingerprint of Gerbera delavayi and the methods for the content determination of 11 components in G. delavayi. METHODS High-performance liquid chromatography(HPLC)was adopted to establish the fingerprints of 13 batches of G. delavayi(No. S1-S13), and the similarities were evaluated according to Similarity Evaluation System of Chromatographic Fingerprint of TCM (2012 edition), while the common peaks were identified. Hierarchical clustering analysis (HCA), principal component analysis (PCA) and orthogonal partial least square-discriminant analysis (OPLS-DA) were carried out by using SPSS 25.0 software and SIMCA 14.1 software. The contents of neochlorogenic acid, chlorogenic acid, cryptochlorogenic acid, 3,8-dihydroxy-4-methoxy-2-oxo-2H-1-benzopyran-5-carboxylic acid, caffeic acid, 3-hydroxy-4-methoxy-2- oxo-2H-1-benzopyran- 5-carboxylic acid, luteolin-7-O-β-D-glucoside, isochlorogenic acid A, apigenin-7-O-β-D-glucoside, isochlorogenic acid C and xanthotoxin were determined by HPLC. RESULTS The similarities in HPLC fingerprint of 13 batches of G. delavayi were 0.801-0.994; a total of 38 common peaks were identified and 13 common peaks were identified. The results of HCA showed that S1-S5 and S7 were clustered into one group, S6 into one category, S8 into one category, S9 and S11 into one category, S10, S12 and S13 into one category, and the results of PCA were consistent with them. The results of OPLS-DA showed that variable importance values for the projection of peak 7 (chlorogenic acid), peak 21 (isochlorogenic acid A), peak 26 (xanthotoxin), peak 19 (isochlorogenic acid B), peak 33, peak 13, peak 23 (isochlorogenic acid C), peak 2 (new chlorogenic acid), peak 17 (luteolin-7-O-β-D- glucoside) were greater than 1. The above 11 components had good linearity in their respective detection concentration ranges (r was greater than 0.999). RSDs of precision, repeatability, and stability tests were not more than 2% (n=6). The average recovery rates were 92.54%-105.55%, and the RSDs were 0.83%-1.93% (n=6). The average contents of 11 components were 0.744, 5.014, 0.646, 0.431, 0.069, 0.582, 0.979, 2.754, 0.157, 1.284 and 2.943 mg/g, respectively. CONCLUSIONS The constructed HPLC fingerprint and content determination methods are simple, accurate and stable, which can provide reference for quality control of G. delavayi. Xanthotoxin, chlorogenic acid, isochlorogenic acid A, luteolin-7-O- β -D-glucoside, isochlorogenic acid C and new chlorogenic acid can be used as markers for G. delavayi.
6.Effect of high glucose on blood-brain barrier tight junctions in hCMEC/D3 human brain microvascular endothelial cells
Hongtao YANG ; Yongjie XU ; Yongjun ZHOU ; Shuang WANG ; Changyudong HUANG ; Liying ZHU ; Wei PAN
Chinese Journal of Tissue Engineering Research 2025;29(26):5536-5542
BACKGROUND:The blood-brain barrier is an important structure that protects the central nervous system,and the study of the effects of high glucose on the blood-brain barrier is important for the prevention of high glucose-induced damage to the central nervous system.OBJECTIVE:To investigate the potential effect of high glucose on the blood-brain barrier function of hCMEC/D3 human brain microvascular endothelial cells.METHODS:hCMEC/D3 cells were cultured in regular sugar medium(glucose concentration of 25 mmol/L)and high-sugar medium(glucose concentration of 55 mmol/L).The morphology of cells in each group was observed by light microscopy.CCK-8 assay was used to detect changes in cell viability.A monolayer blood-brain barrier model was established using hCMEC/D3 cell line with Transwell chamber device.Changes in cell transmembrane resistance were monitored daily.The permeability of cell monolayers was detected by phenol red permeability.Flow cytometry was used to detect the apoptosis rate of the cells.Western blot assay was used to detect the expression of Bcl-2,Bax,Caspase-3,ZO-1,Occludin,Claudin-1,and histone deacetylase 4.The levels of histone deacetylase in cell supernatant were detected by ELISA.The expression of histone deacetylase 4 in cells was detected by immunofluorescence.RESULTS AND CONCLUSION:(1)The cell viability of high sugar group was significantly lower than that of control group(P<0.000 1).(2)The cells of the control group were in a good growth state,interwoven into a dense mesh,with interconnections between synapses.The cell growth of high glucose group was suppressed,and the connection of inter-cellular synapses was reduced.(3)Compared with the control group,the transmembrane resistance value of the high glucose group was reduced(P<0.05);phenol-red permeability of the monolayer cell membrane was increased(P<0.05);cell apoptosis rate was increased(P<0.01);the expression of Bax protein was increased(P<0.000 1);the expression of Caspase-3 protein had no significant change(P>0.05);the expression of Bcl-2,ZO-1,Occludin,Claudin-1,and histone deacetylase 4 proteins was decreased(P<0.01,P<0.001,P<0.01,P<0.000 1,P<0.01);the fluorescence expression of histone deacetylase 4 was decreased(P<0.001)in the high glucose group.(4)The level of histone deacetylase 4 in the cell supernatant of the high glucose group was lower than that of the control group(P<0.05).The results show that high glucose induces the increased apoptosis and enhances permeability of hCEMCE/D3 cells,and its mechanism may be related to the decreased expression level of histone deacetylase 4.
7.Effect of high glucose on blood-brain barrier tight junctions in hCMEC/D3 human brain microvascular endothelial cells
Hongtao YANG ; Yongjie XU ; Yongjun ZHOU ; Shuang WANG ; Changyudong HUANG ; Liying ZHU ; Wei PAN
Chinese Journal of Tissue Engineering Research 2025;29(26):5536-5542
BACKGROUND:The blood-brain barrier is an important structure that protects the central nervous system,and the study of the effects of high glucose on the blood-brain barrier is important for the prevention of high glucose-induced damage to the central nervous system.OBJECTIVE:To investigate the potential effect of high glucose on the blood-brain barrier function of hCMEC/D3 human brain microvascular endothelial cells.METHODS:hCMEC/D3 cells were cultured in regular sugar medium(glucose concentration of 25 mmol/L)and high-sugar medium(glucose concentration of 55 mmol/L).The morphology of cells in each group was observed by light microscopy.CCK-8 assay was used to detect changes in cell viability.A monolayer blood-brain barrier model was established using hCMEC/D3 cell line with Transwell chamber device.Changes in cell transmembrane resistance were monitored daily.The permeability of cell monolayers was detected by phenol red permeability.Flow cytometry was used to detect the apoptosis rate of the cells.Western blot assay was used to detect the expression of Bcl-2,Bax,Caspase-3,ZO-1,Occludin,Claudin-1,and histone deacetylase 4.The levels of histone deacetylase in cell supernatant were detected by ELISA.The expression of histone deacetylase 4 in cells was detected by immunofluorescence.RESULTS AND CONCLUSION:(1)The cell viability of high sugar group was significantly lower than that of control group(P<0.000 1).(2)The cells of the control group were in a good growth state,interwoven into a dense mesh,with interconnections between synapses.The cell growth of high glucose group was suppressed,and the connection of inter-cellular synapses was reduced.(3)Compared with the control group,the transmembrane resistance value of the high glucose group was reduced(P<0.05);phenol-red permeability of the monolayer cell membrane was increased(P<0.05);cell apoptosis rate was increased(P<0.01);the expression of Bax protein was increased(P<0.000 1);the expression of Caspase-3 protein had no significant change(P>0.05);the expression of Bcl-2,ZO-1,Occludin,Claudin-1,and histone deacetylase 4 proteins was decreased(P<0.01,P<0.001,P<0.01,P<0.000 1,P<0.01);the fluorescence expression of histone deacetylase 4 was decreased(P<0.001)in the high glucose group.(4)The level of histone deacetylase 4 in the cell supernatant of the high glucose group was lower than that of the control group(P<0.05).The results show that high glucose induces the increased apoptosis and enhances permeability of hCEMCE/D3 cells,and its mechanism may be related to the decreased expression level of histone deacetylase 4.
8.Mechanism of ginkgo flavonoid aglycone against doxorubicin-induced cardiotoxicity
Ying CAI ; Li QIAN ; Kailiang WANG ; Qin LI ; Chunhua LIU ; Jia SUN ; Jie PAN ; Yongjun LI ; Yuan LU
China Pharmacy 2024;35(6):659-664
OBJECTIVE To investigate the potential mechanism of the effect of ginkgo flavone aglycone (GA) against doxorubicin (DOX)-induced cardiotoxicity. METHODS The male ICR mice were randomized into control group (CON group), model group (DOX group) and GA+DOX group (GDOX group), with 12 mice in each group. The DOX group was injected with DOX solution at a dose of 3 mg/kg via tail vein every other day, and the GDOX group was given GA suspension intragastrically at a dose of 100 mg/kg every day+DOX solution at a dose of 3 mg/kg via tail vein every other day, for 15 consecutive days. After the end of administration, the serum levels of aspartate aminotransferase(AST), creatine kinase(CK), creatine kinase isoenzyme(CK- MB) and lactate dehydrogenase(LDH) in mice were detected in each group. Based on the metabolomics method, UHPLC-Q- Exactive Orbitrap HRMS method was used; based on principal component analysis (PCA) and orthogonal partial least squares- discriminant analysis (OPLS-DA), the differentially expressed metabolites (DEMs) were screened using the criteria of variable importance in the projection≥1, fold change of peak area>1 and P<0.05; biological analysis was conducted based on databases such as HMDB and PubChem. RESULTS Compared with CON group, serum levels of AST, CK, CK-MB and LDH were increased significantly in DOX group (P<0.05); compared with DOX group, the serum levels of the above indicators (except for CK-MB) were decreased significantly in GDOX group (P<0.05). PCA and OPLS-DA showed that myocardial tissue samples of CON group, DOX group and GDOX group were isolated completely. After database matching, 37 common DEMs were identified, among which 17 DEMs were significantly up-regulated in the DOX group and significantly down- regulated in the GDOX group, and 8 DEMs were significantly down-regulated in the DOX group and significantly up-regulated in the GDOX group; pathway enrichment involved the biosynthesis of unsaturated fatty acids, arachidonic acid metabolism, linoleic acid metabolism, taurine and hypotaurine metabolism; the key metabolites in the above pathways included docosahexaenoic acid, arachidonic acid, phosphatidylcholine (16∶0/18∶3) and taurine. CONCLUSIONS GA may regulate the biosynthesis of unsaturated fatty acids, arachidonic acid metabolism and other metabolic pathways by acting on the core metabolites such as docosahexaenoic acid and arachidonic acid, thus alleviating the cardiotoxic effects of DOX.
9.A heart sound segmentation method based on multi-feature fusion network
Pian TIAN ; Peiyu HE ; Jie CAI ; Qijun ZHAO ; Li LI ; Yongjun QIAN ; Fan PAN
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(05):672-681
Objective To propose a heart sound segmentation method based on multi-feature fusion network. Methods Data were obtained from the CinC/PhysioNet 2016 Challenge dataset (a total of 3 153 recordings from 764 patients, about 91.93% of whom were male, with an average age of 30.36 years). Firstly the features were extracted in time domain and time-frequency domain respectively, and reduced redundant features by feature dimensionality reduction. Then, we selected optimal features separately from the two feature spaces that performed best through feature selection. Next, the multi-feature fusion was completed through multi-scale dilated convolution, cooperative fusion, and channel attention mechanism. Finally, the fused features were fed into a bidirectional gated recurrent unit (BiGRU) network to heart sound segmentation results. Results The proposed method achieved precision, recall and F1 score of 96.70%, 96.99%, and 96.84% respectively. Conclusion The multi-feature fusion network proposed in this study has better heart sound segmentation performance, which can provide high-accuracy heart sound segmentation technology support for the design of automatic analysis of heart diseases based on heart sounds.
10.Mechanism of Ginkgo flavone aglycone in alleviating doxorubicin-induced cardiotoxicity based on transcriptomics and proteomics
Yujie TU ; Ying CAI ; Xueyi CHENG ; Jia SUN ; Jie PAN ; Chunhua LIU ; Yongjun LI ; Yong HUANG ; Lin ZHENG ; Yuan LU
China Pharmacy 2024;35(21):2596-2602
OBJECTIVE To investigate the mechanism by which Ginkgo flavone aglycone (GA) reduces the cardiotoxicity of doxorubicin (DOX) based on transcriptomics and proteomics. METHODS Thirty-six mice were randomly assigned to control group (CON group, tail vein injection of equal volume of physiological saline every other day+daily intragastric administration of an equal volume of physiological saline), DOX group (tail vein injection of 3 mg/kg DOX every other day), and GDOX group (daily intragastric administration of 100 mg/kg GA+tail vein injection of 3 mg/kg DOX every other day), with 12 mice in each group. The administration of drugs/physiological saline was continued for 15 days. Mouse heart tissues were collected for RNA-Seq transcriptomic sequencing and 4D-Label-free quantitative proteomic analysis to screen differentially expressed genes and proteins, which were then subjected to Kyoto encyclopedia of genes and genomes (KEGG) enrichment analysis. The expression levels of Apelin peptide (Apelin), phosphatidylinositol 3-kinase (PI3K), and protein kinase B (Akt) mRNA and protein in mouse heart tissues, as well as the phosphorylation levels of PI3K and Akt proteins, were verified. H9c2 cardiomyocytes were divided into control group (CON group), DOX group (2 μmol/L), and GDOX group (2 μg/mL GA+2 μmol/L DOX) to determine cell viability and the levels of key glycolytic substances in the cells. RESULTS Six common pathways were identified from transcriptomics and proteomics, including the Apelin signaling pathway, the PI3K-Akt signaling pathway, and insulin resistance. Among them, the Apelin and PI3K-Akt signaling pathways were the most enriched in terms of gene numbers. Target validation experiments showed that compared to the CON group, the relative expression of Apelin, PI3K and Akt mRNA and protein levels, as well as the phosphorylation levels of PI3K and Akt proteins, were significantly decreased in the DOX group (P<0.05 or P<0.01). The relative expression of Apelin, PI3K and Akt mRNA and the phosphorylation levels of PI3K and Akt proteins were significantly increased in the GDOX group as compared with the DOX group (P<0.05 or P<0.01). Cellular experiments indicated that compared to the CON group, cell viability in the DOX group was significantly decreased (P<0.05), the relative uptake of glucose and the relative production of pyruvate and lactate were significantly increased (P<0.05), and the relative production of ATP was significantly reduced (P<0.05). Compared to the DOX group, cell viability in the GDOX group was significantly increased (P< 0.05), and the relative production of pyruvate and lactate was significantly reduced (P<0.05). CONCLUSIONS GA may alleviate DOX-induced cardiotoxicity by upregulating the mRNA and protein expression of Apelin, PI3K, and Akt in heart tissues, and regulating glycolytic processes.

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