1.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
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Schizophrenia/pathology*
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Diffusion Tensor Imaging/methods*
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Male
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Female
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Adult
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Brain/metabolism*
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Young Adult
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Middle Aged
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White Matter/pathology*
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Gene Expression
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Nerve Net/diagnostic imaging*
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Graph Neural Networks
2.Flavor technology for Jiannaoning Mixture based on electronic tongue combined with preference index
Ji-Yong FU ; Lv-Feng ZHANG ; Yan-Xu ZHANG ; Zhi WANG ; Pan-Wen HUANG ; Nian-Ping FENG ; Guo-Fu ZHU
Chinese Traditional Patent Medicine 2024;46(11):3585-3593
AIM To investigate the flavor technology for Jiannaoning Mixture based on electronic tongue combined with preference index.METHODS Artificial sensory evaluation method was employed to screen the type of flavor agents,electronic tongue was applied to screening the consumption of flavor agents,and double-bottle preference test was adopted in the analysis of effects of rat gender and body weight on taste sensitivity,after which acceleration test was conducted.RESULTS Sucrose,stevioside and xylitol were taken as flavor agents,whose optimal consumptions were 15%,0.08%and 15%,respectively.Male rats demonstrated stable taste perception with the body weights of 220-280 g,and 0.08%stevioside displayed the best flavoring effect.After placed under accelerated condition for 3 months,the preparation exhibited stable appearance,pH value and contents of lobetyolin,salvianolic acid B,schizandrin,ruscogenin.CONCLUSION This stable and reliable method can provide reference for improving the terrible tastes of Jiannaoning Mixture and other oral liquid preparations of traditional Chinese medicines.
3.Risk Prediction Model for Pulmonary Fungal Infections in Patients with Lung Cancer
Wei-wei DU ; Wen-tao JI ; Tian LUO ; Jian-ping LIANG ; Yan-hua LV
Journal of Sun Yat-sen University(Medical Sciences) 2023;44(6):1022-1029
ObjectiveTo investigate the risk factors for pulmonary fungal infection in lung cancer patients, construct and validate a risk prediction model using available clinical data to predict the risk of pulmonary fungal infections in patients with lung cancer. MethodsWe conducted a retrospective study and collected information of 390 lung cancer patients treated at Zhongshan People's Hospital from January 2021 to March 2023. Demographic and clinical characteristics of the patients with and without pulmonary fungal infections were used to construct column line graphs to predict the occurrence of pulmonary fungal infections. All enrolled patients were randomly assigned to training set and internal validation set in the ratio of 7:3. For the modelling group, LASSO regression was applied to screen variables and select predictors, and multivariate logistic regression with a training set was used to construct the Noe column line graph model. The judgment ability of the model was determined by calculating the area under the curve (AUC), and in addition, calibration analysis and decision curve analysis (DCA) were performed on the model. ResultsLASSO regression identified 14 potential predictive factors, and further logistic regression analysis showed that hepatic injury, surgery, anemia, hypoalbuminemia, illness course, invasive operation, hospital stay at least 2 weeks and glucocorticoid used for at least 2 weeks were independent predictors for the occurrence of pulmonary fungal infection in lung cancer patients. A predictive model was established based on these variables, with an AUC95%CI of 0.980 (0.973, 0.896) for the training set and an AUC95%CI of 0.956 (0.795, 1.000) for internal validation, indicating high discriminative ability. The calibration curves for both the training set and validation set were distributed along the 45°line, and the decision curve analysis (DCA) showed net benefit for threshold probabilities greater than 0.03. ConclusionsThe construction and validation of a predictive model for the risk of lung fungal infections in lung cancer patients will help clinical practitioners to identify high-risk groups and give timely intervention or adjust treatment decisions.
4.Relationship between treatment and prognosis in patients with late-onset severe pneumonia after allogeneic hematopoietic stem cell transplantation.
Le Qing CAO ; Jing Rui ZHOU ; Yu Hong CHEN ; Huan CHEN ; Wei HAN ; Yao CHEN ; Yuan Yuan ZHANG ; Chen Hua YAN ; Yi Fei CHENG ; Xiao Dong MO ; Hai Xia FU ; Ting Ting HAN ; Meng LV ; Jun KONG ; Yu Qian SUN ; Yu WANG ; Lan Ping XU ; Xiao Hui ZHANG ; Xiao Jun HUANG
Journal of Peking University(Health Sciences) 2022;54(5):1013-1020
OBJECTIVE:
To explore the relationship between drug treatment and outcomes in patients with late-onset severe pneumonia (LOSP) after allogeneic stem cell transplantation (allo-SCT).
METHODS:
We retrospectively analyzed the effects of the initiation time of treatment drugs, especially antiviral drugs and glucocorticoids on the clinical outcomes in 82 patients between January 2016 and August 2021 who developed LOSP after allo-SCT in Peking University People's Hospital. Univariate analysis was performed by Mann-Whitney U test and χ2 test, and multivariate analysis was performed by Logistic regression. When multiple groups (n>2) were involved in the χ2 test, Bonferroni correction was used for the level of significance test.
RESULTS:
Of all 82 patients in this study, the median onset time of LOSP was 220 d (93-813 d) after transplantation, and the 60-day survival rate was 58.5% (48/82). The median improvement time of the survival patients was 18 d (7-44 d), while the median death time of the died patients was 22 d (2-53 d). Multivariate analysis showed that the initiation time of antiviral drugs from the onset of LOSP (< 10 d vs. ≥10 d, P=0.012), and the initiation time of glucocorticoids from antiviral drugs (< 10 d vs. ≥10 d, P=0.027) were the factors affecting the final outcome of the patients with LOSP at the end of 60 d. According to the above results, LOSP patients were divided into four subgroups: group A (antiviral drugs < 10 d, glucocorticoids ≥10 d), group B (antiviral drugs < 10 d, glucocorticoids < 10 d), group C (antiviral drugs ≥10 d, glucocorticoids ≥10 d) and group D (antiviral drugs ≥10 d, glucocorticoids < 10 d), the 60-day survival rates were 91.7%, 56.8%, 50.0% and 21.4%, respectively.
CONCLUSION
Our study demonstrated that in patients who developed LOSP after allo-SCT, the initiation time of antiviral drugs and glucocorticoids were associated with the prognosis of LOSP, and the survival rate was highest in patients who received antiviral drugs early and glucocorticoids later. It suggested that for patients with LOSP of unknown etiology should be highly suspicious of the possibility of a secondary hyperimmune response to viral infection.
Antiviral Agents/therapeutic use*
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Glucocorticoids/therapeutic use*
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Hematopoietic Stem Cell Transplantation/methods*
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Humans
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Pneumonia/etiology*
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Prognosis
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Retrospective Studies
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Transplantation, Homologous/adverse effects*
5.Shengmai San for Treatment of Cardiotoxicity from Anthracyclines: A Systematic Review and Meta-Analysis.
Xiao-Nan ZHANG ; Yan-Yang LI ; Yuan-Hui ZHANG ; Wan-Qin ZHANG ; Ya-Ping ZHU ; Jun-Ping ZHANG ; Shi-Chao LV ; Long-Tao LIU
Chinese journal of integrative medicine 2022;28(4):374-383
OBJECTIVE:
To systematically evaluate the efficacy of Shengmai San in patients with cardiotoxicity of anthracyclines.
METHODS:
Randomized controlled trials (RCTs) were identified by searching China National Knowledge Infrastructure (CNKI), Wanfang Database, Chinese Biomedical Literature Database (CBM), PubMed, Cochrane Library, and Embase Databases from the inceptions until December 2020. The Cochrane Handbook was used to evaluate the risk of bias in the included studies. Data analysis was conducted using RevMan 5.3 software.
RESULTS:
Totally 19 RCTs with 2,331 participants were included in this review. Results showed that in improving arrhythmia (13 RCTs, n=1,877, RR=0.37, 95%CI 0.25 to 0.52, P<0.00001), the treatment group was superior to the control group. In terms of reducing left ventricular end-diastolic diameter (LVEDD, 2 RCTs, n=128, MD=-0.79, 95%CI -0.93 to -0.65, P<0.00001) and left ventricular end systolic diameter (LVESD, 2 RCTs, n=128, MD=-0.58, 95%CI -0.82 to -0.35, P<0.00001), the treatment group was also better than the control group. In reducing myocardial enzymes such as creatine kinase (CK) [(3 RCTs, n=256, SMD=-0.80, 95%CI -1.16 to -0.44, P<0.0001), (2 RCTs, n=126, SMD=-0.62, 95%CI -0.98 to -0.26, P=0.0007)], the treatment group was superior to the control group.
CONCLUSION
Shengmai San has a positive effect on the treatment of cardiotoxicity from anthracyclines. However, in the future, it is still necessary to conduct high-quality RCTs to verify its efficacy.
Anthracyclines/adverse effects*
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Cardiotoxicity/etiology*
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Drug Combinations
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Drugs, Chinese Herbal/adverse effects*
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Humans
6.A prospective randomized controlled study on scheduled PDE5i and vacuum erectile devices in the treatment of erectile dysfunction after nerve sparing prostatectomy.
Ming ZHANG ; Ji-Zhong CHE ; Yi-Dong LIU ; Hong-Xiang WANG ; Yan-Ping HUANG ; Xiang-Guo LV ; Wei LIU ; Mu-Jun LU
Asian Journal of Andrology 2022;24(5):473-477
Cavernous nerve injury is an important cause of erectile dysfunction (ED). Although protective nerve technology has been widely used in nerve-sparing radical prostatectomy (nsRP), the incidence of ED is still very high after surgery. The purpose of our study was to evaluate erectile function (EF) and penile length in the non-erectile state (PLNES) following scheduled phosphodiesterase 5 inhibitor (PDE5i), vacuum erectile device (VED) treatment, and combination therapy after nsRP. One hundred patients with localized prostate cancer and normal EF were randomized to scheduled PDE5i group, VED treatment group, a combined treatment group, and the control group without any intervention. The International Index of Erectile Function-5 (IIEF-5) scores and PLNES were evaluated after 6 months and 12 months of treatment. Sexual Encounter Profile (SEP-Question 2 and SEP-Question 3) were evaluated after 12 months of treatment. Ninety-one of the 100 randomized patients completed the study. We found that the 5 mg tadalafil once a day (OaD) combined with VED can help improve IIEF-5 scores in nsRP patients after both 6 months and 12 months. VED alone or combined with tadalafil OaD can help patients maintain PLNES. VED combined with tadalafil OaD can improve the rate of successful penetration (SEP-Question 2) after 12 months. There were no significant differences in the return to target EF after 12 months among the groups. No significant correlation was noted between the variables and return to target EF (IIEF ≥ 17), and between the variables and effective shortening of the patient's penis (shortening ≥ 1 cm) after 12 months of intervention.
Erectile Dysfunction
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Humans
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Male
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Penile Erection
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Phosphodiesterase 5 Inhibitors
;
Prospective Studies
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Prostatectomy
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Prostatic Neoplasms
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Tadalafil
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Treatment Outcome
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Vacuum
7.Moxibustion on plaque psoriasis of blood stasis: a randomized controlled trial.
Zhao-Xia CHEN ; Ping LI ; Guang-Zhong ZHANG ; Bo LI ; Jing HU ; Shuo FENG ; Bo-Hua LI ; Jing-Jing LV ; Xin-Wei GUO ; Jing-Xia ZHAO ; Ting-Ting DI ; Fang FENG ; Yan WANG
Chinese Acupuncture & Moxibustion 2021;41(7):762-766
OBJECTIVE:
To observe the short-term and long-term effects of moxibustion on plaque psoriasis of blood stasis, and to compare the curative effect between moxibustion and calcipotriol ointment.
METHODS:
A total of 80 patients with plaque psoriasis of blood stasis were randomly divided into an observation group (40 cases, 2 cases dropped off) and a control group (40 cases, 4 cases dropped off). Both groups were given routine medical vaseline topical emollient basic treatment. In the observation group, moxibustion was applied to
RESULTS:
After treatment, the PASI scores in the both groups were lower than before treatment (
CONCLUSION
Both moxibustion and calcipotriol ointment have good short-term effects on plaque psoriasis of blood stasis. Moxibustion has more advantages in reducing the recurrence rate of psoriasis, improving the main clinical symptoms of TCM and quality of life.
Acupuncture Points
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Humans
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Moxibustion
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Psoriasis/drug therapy*
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Quality of Life
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Treatment Outcome
8.Expression and Clinical Significance of TLR4 and MyD88 in Esophageal Squamous Cell Carcinoma
Xu-yang LIANG ; Ping XU ; Sheng-xiang LV ; Zhi-mei ZHANG ; Lu WANG ; Shu-xian ZHANG ; Ling REN ; Yan-qin MA
Journal of Sun Yat-sen University(Medical Sciences) 2021;42(3):475-481
ObjectivesTo investigate the protein expressions of toll-like receptor 4 (TLR4) and myeloid differentiation factor 88 (MyD88) in esophageal squamous cell carcinoma (ESCC) and their relationship to the related pathological factors and the clinical significance. MethodsTotally 72 ESCC specimens and paracancerous normal tissue specimens were selected. EnVision immunohistochemical staining was used to detect the protein expression levels of TLR4, MyD88, proliferating cell nucleus antigen (PCNA) and vascular endothelial growth factor (VEGF) in ESCC and in paracancerous normal tissue, and Multivariate Logistic stepwise regression analysis was used to analyze their expressions and clinicopathological factors. ResultsThe protein expressions of TLR4, MyD88, PCNA and VEGF in ESCC were significantly higher than those in normal tissues (P=0.031,P=0.011,P=0.012,P=0.022). Multivariate Logistic stepwise regression analysis showed that the independent risk factors of TLR4, MyD88, PCNA and VEGF protein expression levels were TNM stage (P=0.032,P=0.005, P=0.000, P=0.003), rather than the genders, ages, depth of tumor invasion, or degree of differentiation. There was a positive correlation between the protein expressions of TLR4 and MyD88 in ESCC (r= 0.618, P˂0.01). The protein expressions of MyD88 and PCNA, MyD88 and VEGF were positively correlated (r= 0.516, P˂0.01; r= 0.708, P˂0.01). ConclusionsTNM stage is an independent risk factor of the protein expression levels of TLR4, MyD88, PCNA and VEGF, and the expression of MyD88 protein is positively correlated with expression of TLR4, PCNA and VEGF. It indicates that TLR4-MyD88 signaling pathway can promote the occurrence and development of ESCC. The combined detection of TLR4 and MyD88 may be helpful to evaluate the malignant degree of ESCC. Therefore, TLR-MyD88 signaling pathway may be used as an important biological indicator to reflect the prognosis of ESCC and an important target of anti ESCC.
9.Quantitative Evaluation of Left Ventricular Volume and Ejection Fraction in Patients with Pacemakers by 3D Echocardiographic Automated Quantification Technique
Pei-wei WANG ; Han-lu LV ; Yan-ping HE ; Ying-mei LIU
Journal of Sun Yat-sen University(Medical Sciences) 2020;41(5):815-820
【Objective】 Heart Model(HM) is a new method of 3D automatic left ventricular quantitative technique. This experiment is designed to test the feasibility and reproducibility of HM in evaluating left ventricular volume and ejection fraction of patients with pacemaker. 【Methods】 Echocardiography was performed in 50 patients with pacemaker. All of the two-dimensional and three-dimensional images were collected. Biplane Simpson method, HM method and traditional 3D-manual method were used to measure left ventricular end-diastolic volume(LVEDV), left ventricular end-systolic volume(LVESV) and left ventricular ejection fraction(LVEF), respectively. The measurement results and post-processing time of the three methods were compared. At the same time, the repeatability of HM method within and between groups was evaluated. 【Results】 The differences among Simpson, HM and 3D-manual in the measures of LVEDV and LVEF were statistically significant(P<0.05). LVEDV and LVESV measured by HM were larger than those measured by 3D-manual(P<0.05), while LVEF had no statistical significance(P>0.05). HM and 3D-manual measurements had a very high correlation and consistency. Compared with Simpson and 3D-manual, HM method had the least post-processing time, and the repeatability was good within and between groups. 【Conclusion】 HM method for automatic evaluation of left ventricular volume and ejection fraction is rapid, feasible and highly reproducible.
10.Composition and source apportionment differences of daytime and nighttime samples of PM2.5 in the community of suburb in Tianjin during different heating periods
Yan ZHAO ; Li-hong FENG ; Chang-cheng JIANG ; Jian-ping LI ; Bo-dong SHANG ; Ying-hong WU ; Guang LV
Chinese Journal of Disease Control & Prevention 2019;23(9):1121-1125,1131
Objective To study the pollution and source apportionment differences of different periods PM2.5 in the residential community of suburb in Tianjin City during heating and non-heating periods. Methods From 2015 to 2016, daytime and nighttime PM2.5 samples were collected at a community in the suburb of Tianjin. The mass concentration of PM2.5 samples and major chemical components in PM2.5, including metal elements, polycyclic aromatic hydrocarbons (PAHs) and inorganic water-soluble ions were monitored. Positive matrix factorization (PMF) model was used to apportion potential sources of metal elements, PAHs and inorganic water-soluble ions in daytime and nighttime PM2.5. Results In the heating period, the concentrations of some metal elements of suburban residential community were higher in the daytime than in the nighttime. In the non-heating period, the concentrations of some PAHs and inorganic water-soluble ions of suburban residential community were higher in the nighttime than in the daytime. Meanwhile, the concentrations of some metal elements were greater in the daytime than in the nighttime. When in heating period, the main source of PM2.5 in the suburban residential community was coal combustion during daytime and its source contribution rate was 50.1% while secondary aerosol and fuel combustion emissions of gasoline and diesel vehicles were main sources during nighttime and their source contribution rates were 41.0% and 35.9%. The principal source of daytime PM2.5 in the suburban residential community was indoor activity emissions during non-heating period, and secondary aerosol was main source during nighttime and their source contribution rates were 29.8% and 31.1%. Conclusions The pollution status of PM2.5 in residential communities of suburban is serious, and the source apportionment of day and night PM2.5 samples has different in different heating periods.

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