1.Intelligent depression detection based on multi-physiological signals acquired by wearable devices
Keming CAO ; Lulu ZHAO ; Minghui ZHAO ; Zining WANG ; Jianqing LI ; Chengyu LIU
Chinese Journal of Medical Physics 2025;42(9):1191-1196
Depression,as a severe psychological and psychiatric disorder,significantly impairs the long-term physical and mental health of patients.Current depression detection methods are plagued by strong subjectivity,limited techniques,and inadequate intelligence.Previous studies have mostly relied on single-modal signal analysis,making it difficult to comprehensively reflect the multidimensional characteristics of depression.Based on the independently developed intelligent depression detection system,wearable devices are used to collect prefrontal dual-lead EEG signals,PPG signals,and single-lead ECG signals.Data from 30 patients with depression and 40 healthy controls are collected and analyzed.A multimodal depression recognition model named RBLF-Net is proposed,which integrates spatiotemporal features,weighted attention,and random forests to utilize the multi-signal features for depression recognition.The model exhibits superior performance in the five-fold cross-validation,achieving a classification accuracy of 81.43%,a precision of 81.02%,and a recall rate of 81.25%,outperforming other comparative models,and thus providing an intelligent analysis approach for depression recognition from the perspective of multi-modal fusion.
2.Intelligent depression detection based on multi-physiological signals acquired by wearable devices
Keming CAO ; Lulu ZHAO ; Minghui ZHAO ; Zining WANG ; Jianqing LI ; Chengyu LIU
Chinese Journal of Medical Physics 2025;42(9):1191-1196
Depression,as a severe psychological and psychiatric disorder,significantly impairs the long-term physical and mental health of patients.Current depression detection methods are plagued by strong subjectivity,limited techniques,and inadequate intelligence.Previous studies have mostly relied on single-modal signal analysis,making it difficult to comprehensively reflect the multidimensional characteristics of depression.Based on the independently developed intelligent depression detection system,wearable devices are used to collect prefrontal dual-lead EEG signals,PPG signals,and single-lead ECG signals.Data from 30 patients with depression and 40 healthy controls are collected and analyzed.A multimodal depression recognition model named RBLF-Net is proposed,which integrates spatiotemporal features,weighted attention,and random forests to utilize the multi-signal features for depression recognition.The model exhibits superior performance in the five-fold cross-validation,achieving a classification accuracy of 81.43%,a precision of 81.02%,and a recall rate of 81.25%,outperforming other comparative models,and thus providing an intelligent analysis approach for depression recognition from the perspective of multi-modal fusion.
3.Application of Electroacupuncture for Pain Management in Laparoscopic Cholecystectomy Patients
Jiaqi LIU ; Haiqian ZHAO ; Jianqing ZHANG ; Ningli ZHANG ; Jie OUYANG ; Ying CHEN
Journal of Kunming Medical University 2025;46(10):70-76
Objective To compare the efficacy of electroacupuncture in traditional Chinese medicine with the opioid adjuvant drug dezocine.Methods 122 patients undergoing elective laparoscopic cholecystectomy at the Second Affiliated Hospital of Kunming Medical University between October 12,2023,and April 05,2024,were randomly allocated into three groups:dezocine group(D group,n=40),electroacupuncture group(E group,n=42),and electroacupuncture combined with dezocine group(ED group,n=40).Patients received 10 mg dezocine,electroacupuncture,or electroacupuncture+10 mg dezocine after cholecystectomy.Pain threshold index(PTi),pain index(Pi),and visual analogue scale(VAS)scores were observed at different time points during surgery.Vital signs were recorded,and adverse reactions within 24 hours postoperatively were noted.Results There were no statistically significant differences in PTi among groups before electroacupuncture(T1)(P>0.05).At the end of electroacupuncture(T2)and after cholecystectomy(T3),the PTi values in the E and ED groups were lower than the D group(P<0.05).At the end of surgery(T4)and upon extubation(T5),the PTi values of all three groups reached a tolerable level for patients,with the E and D groups showing higher PTi values compared to the ED group(P<0.05).There were no statistically significant differences in postoperative pain scores(Pi)and VAS at various time points(P>0.05).Conclusion Electroacupuncture demonstrates analgesic efficacy non-inferior to opioid drugs and can be recommended as a postoperative pain management technique for laparoscopic cholecystectomy patients.
4.Clinical characteristics and prognosis of 18 patients with plasmablastic lymphoma
Shanshan WENG ; Qing SHI ; Weili ZHAO ; Jianqing MI ; Li WANG
Chinese Journal of Hematology 2025;46(9):865-869
Plasmablastic lymphoma (PBL) is a rare, highly aggressive non-Hodgkin lymphoma subtype for which no standardized therapeutic regimen has been established in clinical practice. This study retrospectively analyzed 18 PBL cases at Shanghai Ruijin Hospital from July 2012 to June 2024. Participants comprised 12 males and 6 females, with a median age of 59 (39–77) years. Twelve (66.7% ) cases presented at stage Ⅲ/Ⅳ, nine (50% ) have cytopenia, 12 (66.7% ) have increased lactate dehydrogenase level, and four (22.2% ) had a Ki-67 index of ≥90%. The tumor cells highly expressed CD38 (15/17, 88.2% ) /CD138 (12/17, 70.6% ), whereas the B-cell marker CD20 was rarely detected (1/17, 5.9% ). Of the 11 cases that underwent genetic sequencing, common mutations included TP53 (27.3% ), KMT2D (18.2% ), and TET2 (18.2% ). After excluding one patient with positive HIV who died without treatment, 17 patients received first-line therapy, achieving a complete response in 10 (58.8% ) and a partial response in 5 (29.4% ) cases. With the median follow-up time of 4.33 (0.17–12.17) years, Kaplan-Meier analysis indicated that the 2-year progression-free survival rate and overall survival rate were (68.5±11.2) % and (75.5±10.1) %, respectively.
5.Role and mechanism of dexmedetomidine alleviating sepsis-induced lung injury
Hong CHANG ; Junchao LIU ; Sijie CHEN ; Jianqing ZHAO ; Zigang ZHAO
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(5):695-701
The sepsis and sepsis-induce lung inju-ry threats seriously human health.Dexmedetomi-dine(DEX),a sedative drug,plays an active role in preventing sepsis-induced lung injury during the ba-sic and clinical practice.The current article reviews the role and mechanism of DEX dexmedetomidine alleviating sepsis-induced lung injury from the as-pects of inflammation,oxidative stress,apoptosis,mitochondrial dynamics,autophagy,vascular per-meability,neuro-regulation,targeting miR-128-3p/MAPK14 and DNA methylation,etc.This review looks forward to deepen the understanding the ap-plication of DEX in the field of critical care medi-cine,expand the pharmacological effect of DEX and provide a new idea for the prevention and treat-ment of sepsis from the sedation approach.
6.Role and mechanism of dexmedetomidine alleviating sepsis-induced lung injury
Hong CHANG ; Junchao LIU ; Sijie CHEN ; Jianqing ZHAO ; Zigang ZHAO
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(5):695-701
The sepsis and sepsis-induce lung inju-ry threats seriously human health.Dexmedetomi-dine(DEX),a sedative drug,plays an active role in preventing sepsis-induced lung injury during the ba-sic and clinical practice.The current article reviews the role and mechanism of DEX dexmedetomidine alleviating sepsis-induced lung injury from the as-pects of inflammation,oxidative stress,apoptosis,mitochondrial dynamics,autophagy,vascular per-meability,neuro-regulation,targeting miR-128-3p/MAPK14 and DNA methylation,etc.This review looks forward to deepen the understanding the ap-plication of DEX in the field of critical care medi-cine,expand the pharmacological effect of DEX and provide a new idea for the prevention and treat-ment of sepsis from the sedation approach.
7.Clinical characteristics and prognosis of 18 patients with plasmablastic lymphoma
Shanshan WENG ; Qing SHI ; Weili ZHAO ; Jianqing MI ; Li WANG
Chinese Journal of Hematology 2025;46(9):865-869
Plasmablastic lymphoma (PBL) is a rare, highly aggressive non-Hodgkin lymphoma subtype for which no standardized therapeutic regimen has been established in clinical practice. This study retrospectively analyzed 18 PBL cases at Shanghai Ruijin Hospital from July 2012 to June 2024. Participants comprised 12 males and 6 females, with a median age of 59 (39–77) years. Twelve (66.7% ) cases presented at stage Ⅲ/Ⅳ, nine (50% ) have cytopenia, 12 (66.7% ) have increased lactate dehydrogenase level, and four (22.2% ) had a Ki-67 index of ≥90%. The tumor cells highly expressed CD38 (15/17, 88.2% ) /CD138 (12/17, 70.6% ), whereas the B-cell marker CD20 was rarely detected (1/17, 5.9% ). Of the 11 cases that underwent genetic sequencing, common mutations included TP53 (27.3% ), KMT2D (18.2% ), and TET2 (18.2% ). After excluding one patient with positive HIV who died without treatment, 17 patients received first-line therapy, achieving a complete response in 10 (58.8% ) and a partial response in 5 (29.4% ) cases. With the median follow-up time of 4.33 (0.17–12.17) years, Kaplan-Meier analysis indicated that the 2-year progression-free survival rate and overall survival rate were (68.5±11.2) % and (75.5±10.1) %, respectively.
8.Mechanism of Dahuang Tangluo Pills in Improving Renal Inflammatory Injury in Diabetic Kidkdey Disease by Regulating AGEs/RAGE/IKK/NF-κB Pathway
Pu ZHANG ; Jianqing LIANG ; Xia YANG ; Min BAI ; Xiangdong ZHU ; Chunxia XUE ; Beibei SU ; Yunhui ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(20):77-85
ObjectiveTo explore the protective effects of Dahuang Tangluo pills on early diabetic kidkdey disease (DKD) in db/db mice. MethodEight db/m mice were selected as the control group. Forty male db/db mice were selected and blood samples were collected via tail vein to measure fasting blood glucose (FBG). Mice with FBG ≥ 16.7 mmol·L-1, increased urine output, and persistent albuminuria were considered successful in model establishment. After successful modeling, they were randomly divided into a model group, a dapagliflozin group (1.5 mg·kg-1·d-1), and high, medium, and low dose groups of Dahuang Tangluo pills (3.6, 1.8, 0.9 g·kg-1·d-1, respectively), with eight mice in each group. All medication groups were administered orally, while the control and model groups were given an equal amount of distilled water by gavage daily. After continuous administration for 10 weeks, the survival status of the mice was observed, and their body weight, FBG, and kidney function-related indicators were measured. Inflammatory indicators in renal tissues were determined by enzyme-linked immunosorbent assay (ELISA). Hematoxylin-eosin (HE) staining, Masson staining, and electron microscopy were used to observe the pathological changes in renal tissues in each group. Immunofluorescence was employed to examine the expression of advanced glycation end products (AGEs) and receptors for advanced glycation end products (RAGE) proteins. Real-time quantitative polymerase chain reaction (Real-time PCR) and Western blot were utilized to detect the gene and protein expression levels of AGEs, RAGE, inhibitor of nuclear factor-κB (NF-κB) kinase (IKK), and NF-κB in the renal tissues of mice in each group. ResultCompared with control group, the model group showed a significant increase in body weight, FBG, serum creatinine (SCr), urinary microalbumin/urine creatinine ratio (ACR), total cholesterol (TC), and triglycerides (TG) (P<0.05). The levels of intercellular adhesion molecule-1 (ICAM-1), interleukin-6 (IL-6), and tumor necrosis factor-alpha (TNF-α) in renal tissues were significantly elevated (P<0.05). Renal histopathological staining and electron microscopy revealed loose arrangement, gaps, structural disarray, mesangial proliferation, and significant fibrosis in renal tissues. Real-time PCR results showed a significant increase in the expression of RAGE, IKK, and NF-κB genes in renal tissues (P<0.05). Immunofluorescence results demonstrated a significant increase in the expression of AGEs and RAGE proteins in renal tissues (P<0.05). Western blot results showed a significant increase in the expression of AGEs, RAGE, IKK, and NF-κB proteins in renal tissues (P<0.05). After drug intervention, compared with model group, the dapagliflozin group and the high-dose Dahuang Tangluo pills group showed significant reductions in body weight, FBG, SCr, and ACR (P<0.05), and a significant decrease in TC in mouse serum (P<0.05), while the high-dose Dahuang Tangluo pills group showed a significant decrease in TG in mouse serum (P<0.05). All treatment groups showed a significant reduction in ICAM-1, IL-6, and TNF-α in renal tissues (P<0.05). Renal histopathological staining and electron microscopy showed improved kidney injury, decreased collagen fiber deposition, and reduced mesangial proliferation in all treatment groups. Real-time PCR results showed a significant decrease in the expression of RAGE, IKK, and NF-κB genes in the dapagliflozin group and the high- and medium-dose Dahuang Tangluo pills groups (P<0.05). Immunofluorescence results demonstrated a significant decrease in the expression of AGEs and RAGE proteins in the dapagliflozin group and the high- and medium-dose Dahuang Tangluo pills groups (P<0.05). Western blot results showed a significant decrease in the expression of AGEs, RAGE, IKK, and NF-κB proteins in the dapagliflozin group and the high- and medium-dose Dahuang Tangluo pills groups (P<0.05). ConclusionDahuang Tangluo pills can improve the pathological structure of the kidneys and reduce renal inflammation in DKD mice, possibly through inhibiting the AGEs/RAGE/IKK/NF-κB pathway.
9.Correlation between lncRNA GAS5 and LHPP expression and epithelial-mesenchymal transformation in non-small cell lung cancer tissues and clinical significance
Liping CHEN ; Qiang JI ; Yanhong CHEN ; Yongxing SHI ; Ping FENG ; Weijia LIN ; Baoli XIANG ; Jianqing ZHAO
International Journal of Laboratory Medicine 2024;45(3):301-307,313
Objective To investigate the correlation between the expression of long non-coding ribonucleic acid growth arrest specific 5(lncRNA GAS5),phospholysine phosphohistidine inorganic pyrophosphate phos-phatase(LHPP)and epithelial-mesenchymal transition(EMT)in cancer tissues of patients with non-small cell lung cancer(NSCLC)and its clinical significance.Methods Cancer tissues and adjacent tissues of 90 patients with NSCLC who underwent surgical resection in the First Hospital Affiliated to Hebei North College from June 2018 to January 2020 were collected.The expressions of lncRNA GAS5,LHPP and EMT-associated pro-teins[E-calmodulin(E-Cad),N-calmodulin(N-Cad),and vimentin(VIM)]were detected by real-time fluores-cence quantitative polymerase chain reaction.The relationship between lncRNA GAS5 and LHPP mRNA and clinicopathological features in cancer tissues of NSCLC patients was analyzed,and the correlation between ln-cRNA GAS5 and LHPP mRNA and EMT-associated proteins expression in cancer tissues of NSCLC patients was analyzed by Pearson correlation.Kaplan-Meier method was used to plot the survival curves of NSCLC pa-tients with different lncRNA GAS5 and LHPP mRNA expressions,and multivariate Cox regression was used to analyze the prognostic factors of NSCLC patients.Results The expressions of lncRNA GAS5,LHPP mR-NA and E-Cad mRNA in cancer tissues of NSCLC patients were lower than those in adjacent tissues,while the expressions of N-Cad mRNA and VIM mRNA were higher than those in adjacent tissues,with statistical sig-nificance(P<0.05).Pearson correlation analysis showed that lncRNA GAS5 in cancer tissues of NSCLC pa-tients was positively correlated with E-Cad mRNA expression(r=0.724,P<0.001),and negatively correla-ted with N-Cad mRNA and VIM mRNA expression(r=-0.699,-0.689).P<0.001);lncRNA GAS5 was positively correlated with LHPP mRNA expression(r=0.651,P<0.001).The mRNA expressions of ln-cRNA GAS5 and LHPP in cancer tissues of NSCLC patients with different degrees of differentiation,tumor TNM stage and lymph node metastasis were significantly different(P<0.05).Kaplan-Meier survival curve a-nalysis showed that the 3-year overall survival rate in the lncRNA GAS5 high expression group[68.18%(30/44)]was higher than that in the lncRNA GAS5 low expression group[36.96%(17/46)].The 3-year overall survival rate in the high LHPP mRNA expression group[67.39%(31/46)]was higher than that in the lowLHPP mRNA expression group[36.36%(16/44)],and the difference was statistically significant(x2=10.274,10.322,P<0.05).Low differentiation,TNM stage Ⅲ and lymph node metastasis were independent risk factors for death in NSCLC patients,and lncRNA GAS5≥1.32 and LHPP mRNA≥1.12 were independ-ent protective factors(P<0.05).Conclusion The low expression of lncRNA GAS5 and LHPP mRNA in cancer tissues of patients with NSCLC is related to EMT-associated proteins expression,differentiation de-gree,tumor TNM stage,lymph node metastasis and prognosis,and may become a new target for the diagnosis and treatment of NSCLC.
10.Menaquinone-4 exerts a protective effect against carbon tetrachloride-induced acute liver injury in mice by alleviating ferroptosis
Lu YE ; Fan ZHAO ; Qianqian HUANG ; Jiayi ZHANG ; Jianqing WANG
Journal of Clinical Hepatology 2024;40(1):121-128
ObjectiveTo investigate whether menaquinone-4 (MK-4) can exert a protective effect against carbon tetrachloride (CCl4)-induced acute liver injury (ALI) in mice by alleviating ferroptosis. MethodsAfter adaptive feeding, adult male ICR mice, aged 8 weeks, were divided into Control group, MK-4 group, CCl4 model group (6-hour, 12-hour, and 24-hour), and MK-4+CCl4 group (6-hour, 12-hour, and 24-hour), with 6 mice in each group. The mice in the Control group were given intraperitoneal injection of an equal dose of corn oil; the mice in the MK-4 group were given intraperitoneal injection of 40 mg/kg MK-4 solution, followed by an equal dose of corn oil after 1 hour; the mice in the MK-4+CCl4 group (6-hour, 12-hour, and 24-hour) were given intraperitoneal injection of 40 mg/kg MK-4 solution, and after 1 hour, the mice in this group and the CCl4 model group (6-hour, 12-hour, and 24-hour) were given intraperitoneal injection of 0.3 mL/kg CCl4 solution, with samples collected at 6, 12, and 24 hours. HE staining was used to observe the pathological changes of mouse liver; Prussian blue staining was used to observe iron accumulation in liver tissue; a biochemical analyzer was used to measure the serum levels of aspartate aminotransferase (AST) and alanine aminotransferase (ALT); related kits were used to measure the levels of tissue iron content and the oxidative stress indices malondialdehyde (MDA) and glutathione (GSH) in liver homogenate; RT-PCR was used to measure the expression levels of ferroptosis marker genes (acyl-CoA synthetase long-chain family member 4 [ACSL4], prostaglandin-endoperoxide synthase 2 [PTGS2], and glutathione peroxidase 4 [GPX4]) and iron metabolism-related genes (hemojuvelin [HJV], transferrin receptor 1 [TFR1], and ferroportin [FPN]), and Western blot was used to measure the protein expression level of GPX4. A one-way analysis of variance was used for comparison of continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsIn the aging study, compared with the Control group, the CCl4 model group (6-hour, 12-hour, and 24-hour) had significant increases in liver weight coefficient and the serum levels of ALT and AST (all P<0.05), and HE staining also showed that liver injury gradually aggravated over time. Meanwhile, compared with the CCl4 model group (6-hour, 12-hour, and 24-hour), the MK-4+CCl4 (12-hour) group had significant reductions in liver weight coefficient and the serum levels of ALT and AST (all P<0.05), with a reduction in the necrotic area of liver tissue, and therefore, 12-hour mouse tissue samples were used for detection in the following study. Compared with the Control group, the CCl4 group had a significant increase in MDA and a significant reduction in GSH (both P<0.05), and compared with the CCl4 group, the MK-4+CCl4 group had a significant reduction in MDA and a significant increase in GSH (both P<0.05). Compared with the Control group, the CCl4 group had significant increases in the key ferroptosis indices ASCL4 and PTGS2 and a significant reduction in GPX4 (all P<0.05); compared with the CCl4 group, the MK-4+CCl4 group had significant reductions in the mRNA expression levels of ASCL4 and PTGS2 and a significant increase in the mRNA expression level of GPX4 (all P<0.05). Western blotting showed that compared with the Control group, the CCl4 group had a significant reduction in the protein expression level of GPX4 (P<0.05), and compared with the CCl4 group, the MK-4+CCl4 group had a significant increase in the protein expression level of GPX4 (P<0.05). Prussian blue staining showed that compared with the Control group, the CCl4 group had a significant increase in iron accumulation; after MK-4 intervention, compared with the CCl4 group, the MK-4+CCl4 group had a significant reduction in iron accumulation. As for the measurement of iron metabolism genes in mouse liver, compared with the Control group, the CCl4 group had a significant increase in iron content, significant reductions in the mRNA expression levels of FPN and HJV, and a significant increase in the mRNA expression level of TFR1 (all P<0.05); after protection with MK-4, there was a significant reduction in iron content, significant increases in the mRNA expression levels of FPN and HJV, and a significant reduction in the mRNA expression level of TFR1 (all P<0.05). ConclusionMK-4 intervention in advance can alleviate CCl4-induced ALI in mice, possibly by inhibiting ferroptosis and improving the expression of iron metabolism-related genes in mouse liver.

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