1.A heterogeneous graph method integrating multi-layer semantics and topological information for improving drug-target interaction prediction.
Zihao CHEN ; Yanbu GUO ; Shengli SONG ; Quanming GUO ; Dongming ZHOU
Journal of Southern Medical University 2025;45(11):2394-2404
OBJECTIVES:
To develop a heterogeneous graph prediction method based on the fusion of multi-layer semantics and topological information for addressing the challenges in drug-target interaction prediction, including insufficient modeling of high-order semantic dependencies, lack of adaptive fusion of semantic paths, and over-smoothing of node features.
METHODS:
A heterogeneous graph network with multiple types of entities such as drugs, proteins, side effects, and diseases was constructed, and graph embedding techniques were used to obtain low-dimensional feature representations. An adaptive metapath search module was introduced to automatically discover semantic path combinations for guiding the propagation of high-order semantic information. A semantic aggregation mechanism integrating multi-head attention was designed to automatically learn the importance of each semantic path based on contextual information and achieve differentiated aggregation and dynamic fusion among paths. A structure-aware gated graph convolutional module was then incorporated to regulate the feature propagation intensity for suppressing redundant information and redcuing over-smoothing. Finally, the potential interactions between drugs and targets were predicted through an inner product operation.
RESULTS:
Compared with existing drug-target interaction prediction methods, the proposed method achieved an average improvement of 3.4% and 2.4%, 3.0% and 3.8% in terms of the area under the receiver operating characteristic curve (AUC) and the area under the precision-recall curve (AUPRC) on public datasets, respectively.
CONCLUSIONS
The drug-target interaction prediction method developed in this study can effectively extract complex high-order semantic and topological information from heterogeneous biological networks, thereby improving the accuracy and stability of drug-target interaction prediction. This method provides technical support and theoretical foundation for precise drug target discovery and targeted treatment of complex diseases.
Semantics
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Humans
;
Drug Interactions
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Neural Networks, Computer
;
Algorithms
2.Advance progress and future trend of the natural origin adjuvants for tumor vaccines
Shuzhen LI ; Hui ZHU ; Yimin JIA ; Yan YE ; Ting CHEN ; Cun SUN ; Wenxiu WANG ; Jieping LI ; Quanming ZOU ; Hao ZENG ; Hongwu SUN
Immunological Journal 2023;39(12):1090-1095
Tumor has become the major reasons cause of death,and its vaccine has become the effective tracts of treatment and prevention by enhancing the immune response of patients.However,most vaccines which are recombination subunit protein antigens are poorly immunogenic and difficult to induce a robust immune response in patients with compromised immune systems,resulting in poor marketing approval.The core component of the vaccine adjuvant can greatly enhance the strength,speed and duration of the immune response,thus becoming the key to the development of an ideal tumor vaccine.Most tumor vaccines are combined with tradition adjuvant such as aluminum,MF59 and AS adjuvant,but their products and patents are monopolized by large foreign companies.We found that natural adjuvants have many unique advantages,such as good biocompatibility and biodegradability,promoting the maturation of dendritic cell and the secretion of immune cytokines,significantly enhancing the tumor vaccine immune response,etc.In this paper,the application and future development of natural polysaccharides,saponins,flavonoid and plant virus-like particles in cancer vaccines were reviewed,which may lay a solid foundation for the development of the original and innovative adjuvants with domestic independent intellectual property rights.
3.Application of a multiple linear regression model of FEV1 in pulmonary function test.
Quanming DONG ; Tianran SONG ; Chenyu JIANG ; Qin YAO ; Fang CHEN
Journal of Southern Medical University 2020;40(12):1799-1803
OBJECTIVE:
To construct a multiple linear regression model of forced expiratory volume in 1 second (FEV1) for estimating FEV1 in special populations unable to receive or uncooperative in pulmonary ventilation function tests.
METHODS:
The multiple linear regression model of FEV1 was constructed based on the data of 813 individuals undergoing pulmonary function tests in First Affiliated Hospital of Zhejiang Chinese Medical University between September, 2017 and September, 2019, and was validated using the data of another 94 individuals from the same hospital between January and July, 2020. FEV1 of the individuals was measured by pulmonary ventilation function test, and respiratory resistance (Rrs) was measured using forced oscillation technique (FOT). Pearson correlation analysis was used to assess the correlation between the factors, and the model equation was established by multiple stepwise regression analysis. The calculated FEV1 based on the model was compared with the measured FEV1 among both the individuals included for modeling and validation.
RESULTS:
FEV1 was not significantly correlated with BMI (
CONCLUSIONS
The multiple linear regression model for calculating FEV1 constructed in this study is suitable for clinical application.
Adult
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Forced Expiratory Volume
;
Humans
;
Linear Models
;
Lung
;
Respiratory Function Tests
;
Sex Factors
4. Comparison of safety between continued warfarin therapy and bridging anticoagulation therapy in patients undergoing coronary intervention
Xiaojiang ZHANG ; Hongbing YAN ; Yunpeng CHI ; Quanming ZHAO ; Lei TIAN ; Ming ZHANG ; Guozhong WANG ; Xiaoxia ZHANG ; Qing CHEN
Chinese Journal of Cardiology 2018;46(7):549-553
Objective:
To compare the safety of continued warfarin therapy and bridging anticoagulation therapy during hospital stay in patients undergoing percutaneous coronary intervention (PCI).
Methods:
We retrospectively analyzed patients on warfarin therapy referred for PCI in Beijing Anzhen Hospital from January 2008 to December 2016. The patients were divided into continued warfarin therapy (
5.Clinical characteristics of chronic total occlusion in elderly patients of different genders
Qing CHEN ; Quanming ZHAO ; Xiaoxia ZHANG ; Lei TIAN
Clinical Medicine of China 2018;34(4):348-352
Objective To investigate the metabolic characteristics of chronic total occlusion (CTO) in different sex elderly patients. Methods A retrospective analysis was performed on three hundred and sixty-two cases from Beijing Anzhen Hospital with CTO,including 226 cases in the male group and 136 cases in the female group. The characteristics of metabolic risk factors were compared and analyzed between the two groups. Results (1)The level of the systolic blood pressure (SBP)((135. 62±19. 67)mmHg vs. (129. 08±14. 13)mmHg), total cholesterol (TC)((4. 39±0. 95) mmol/ L vs. (3. 91±0. 93) mmol/ L)、low density lipoprotein cholesterol (LDL-C)((2. 56±0. 80) mmol/ L vs. (2. 23±0. 70) mmol/ L) in the female group were significantly higher than those of the male group,the differences were statistically significant (t = -2. 594,P = 0. 010;t = -3. 341,P= 0. 001;t= -2. 893,P = 0. 004) . (2) The level of urea acid (UA) ((368. 95±75. 96) μmol/ L vs. (326. 20 ±83. 27)μmol/ L) and ratio of smoking ( 61. 95% ( 140/ 226) vs. 5. 88% ( 8/ 136)) in the male group were significantly higher than those in the female group(t= 3. 440,P= 0. 001;χ2 = 55. 211,P= 0. 000). Conclusion The higher levels of systolic pressure,total cholesterol and low density lipoprotein cholesterol are the metabolic clinical characteristics of elderly female CTO patients,and the elevated uric acid and smoking are metabolic clinical characteristics of elderly male CTO patients.
6.Predictors of hematoma growth in acute intracerebral hemorrhage: clinical,imaging features, and biomarkers
Quanming CHEN ; Yue TAN ; Juan BAO ; Yi CAO
International Journal of Cerebrovascular Diseases 2018;26(11):852-856
Intracerebral hemorrhage is the most important type of hemorrhagic stroke,and its mortality and disability rate are the highest among all types of stroke.Secondary hematoma enlargement is an independent risk factor for early neurological deterioration and poor outcome in patients with intracerebral hemorrhage.This article reviews the predictive factors and possible mechanisms of hematoma enlargement in patients with intracerebral hemorrhage from the aspects of clinical features,laboratory examination,and imaging examination.
7.Posterior pedicle screw system in repair of degenerative lumbar scoliosis with stenosis:correction rate and Cobb angle recovery
Lei WANG ; Rong QI ; Quanming KANG ; Limin LIU ; Hua CHEN ; Kai WANG
Chinese Journal of Tissue Engineering Research 2014;(40):6471-6475
BACKGROUND:Simple spinal decompression for lumbar degeneration-induced lumbar scoliosis spinal stenosis is difficult to obtain long-term efficacy. Because simple decompression is considered an iatrogenic lumbar instability, and can aggravate lumbar deformity. Posterior lumbar pedicle screw fixation combined with decompression and fusion obtained good curative effects in patients.
OBJECTIVE:To investigate the clinical efficacy of posterior decompression, internal fixation, and bone graft fusion with posterior pedicle screw system in the treatment of degenerative lumbar scoliosis with stenosis.
METHODA retrospective analysis was performed in 18 patients with degenerative lumbar scoliosis with stenosis who received surgical treatment from February 2009 to November 2012. These patients consisted of 6 males and 12 females, with a mean age of 62.2 years (range, 48-80 years). They had lumbar scoliosis with a mean Cobb angle of 28.6° and underwent posterior decompression, internal fixation, and bone graft fusion.
RESULTS AND CONCLUSION:Al the 18 patients achieved satisfactory fol ow-up. The mean fol ow-up was 22 months. Al patients were satisfied with treatment outcomes and had improved quality of life. The mean correction angle was 13.7° (range, 6.0°-28.4°) after operation. There was no failure of internal fixation, and no infected cases were found. These data inducated that posterior decompression, internal fixation, and bone graft fusion is one of the effective methods for treating degenerative lumbar scoliosis with stenosis.
8.Study on correlation between helicobacter pylori infection-associated gastritis and the apoptotic genes in gastric mucosa
Chunhui LAN ; Bosheng NI ; Hui CHANG ; Qianfei ZUO ; Shengtao LIAO ; Quanming ZOU ; Dongfeng CHEN
Chongqing Medicine 2014;(29):3858-3860
Objective To investigate the correlation between Helicobacter pylori (HP) infection-associated gastritis and the ap-optotic genes in gastric mucosa .Methods Forty-five patients with chronic gastritis were registrated in our study from November 2013 to December 2014 .HP infection status in the patients was detected by using urease test and 13C-urea breath test .The degree of gastritis in the gastric mucosa with HP infection was confirmed via histopathology .qRT-PCR was used to measure the mRNA ex-pressions of Bax ,Bak and Bcl-2 in the gastric mucosa with HP infection and matched normal gastric mucosa .Person analysis was used to assess the correlation between the HP infection-associated gastritis and the mRNA expressions of Bax ,Bak and Bcl-2 in the gastric mucosa .Results Forty-five patients with HP infection in antrum and 45 patients (100% ) with chronic antrum gastritis were identified ,including 28 patients (62 .2% ) with light gastritis ,16 patients (35 .6% ) with moderate gastritis ,1 patient (2 .0% ) with severe gastritis .9 patients (20 .0% )with metaplasia ,5 patients(11 .1% ) with low grade intraepithelial neoplasms .The urease tests were negative in the gastric body of 45 patients ,6 patients (13 .3% )were mild chronic gastritis in the body ;Patient with meta-plasia and intrapithelial gastritis was not found .The Bax expression in the HP-infected gastric mucosa was markedly increased when compared with the normal gastric mucosa (P< 0 .01) ,and positively correlated with the degree of gastritis (P< 0 .01) , whereas the expressions of Bak and Bcl-2 have no significantly deferences bttween two groups(P>0 .05) .Conclusion HP infec-tion-associated gastritis positively correlated with the expressions of apoptotic genes in gastric mucosa ,suggesting that HP infection might result in increasing the Bax expression and further enhancing the cell apoptosis .
9.Isolation and purification of recombinant VacA and Helicobacter pylori-secreted VacA and VacA-induced cell vacuolar change and apoptosis
Hui CHANG ; Qianfei ZUO ; Haiming JING ; Quanming ZOU ; Chunhui LAN ; Dongfeng CHEN
Military Medical Sciences 2014;(9):714-718,744
Objective To isolate and purify VacA protein secreted by Helicobacter pylori or recombinant VacA , and to investigate the effect of VacA-induced cell vacuolar change and apoptosis .Methods VacA proteins were separated and pu-rified from the culture supernatant of H.pylori ( ATCC26695 ) or from the split products of genetically engineered bacteria (pQE30-VacA-E.coli M15) expressing recombinant VacA.The VacA protein obtained was acidified and then incubated with AGS cells for 24 h at different final concentrations of 5 and 10 ng/ml before the vacuolar change and apoptosis of AGS cells were detected via microscopy and flow cytometry assay , respectively .Results H.pylori-secreted VacA and recombi-nant VacA were successfully separated and purified .The H.pylori-secreted VacA significantly induced the vacuolar change and apoptosis of AGS cells (P<0.01) while the recombinant VacA did not.Conclusion H.pylori-secreted VacA protein can effectively induce cell vacuolar change and apoptosis, but recombinant VacA can not, suggesting that the purified VacA protein secreted by H.pylori can be used to explore VacA-induced pathogenesis.
10.Study of allergen skin prick tests on different region of forearm.
Jianjun CHEN ; Xujing ZHANG ; Yanjun WANG ; Quanming ZHANG ; Yalin JIANG ; Weijia KONG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2013;27(20):1122-1124
OBJECTIVE:
To investigate the variation on different regions of the forearm when taking the allergen skin prick tests(SPTs).
METHOD:
Forty-one patients with hyper-reactive nasal symptoms were included. SPTs were done on the proximal, telecentric, middle region of right forearm and telecentric region of left forearm with house dust mite and histamine. The average diameter of wheal and the reactive grade were calculated and analyzed.
RESULT:
The diameters of the wheal on equal position of two forearms were similar (P > 0.05). The intension of SPTs reaction decreased from proximal to telecentric region of the same forearm (P < 0.05).
CONCLUSION
The intension of SPTs reaction on different region of forearm are quite different, which should be noticed in clinical practice.
Adolescent
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Allergens
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immunology
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Female
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Forearm
;
Humans
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Male
;
Rhinitis, Allergic, Perennial
;
diagnosis
;
immunology
;
Skin Tests
;
methods
;
Young Adult

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