1.GSFM: A genome-scale functional module transformation to represent drug efficacy for in silico drug discovery.
Saisai TIAN ; Xuyang LIAO ; Wen CAO ; Xinyi WU ; Zexi CHEN ; Jinyuan LU ; Qun WANG ; Jinbo ZHANG ; Luonan CHEN ; Weidong ZHANG
Acta Pharmaceutica Sinica B 2025;15(1):133-150
Pharmacotranscriptomic profiles, which capture drug-induced changes in gene expression, offer vast potential for computational drug discovery and are widely used in modern medicine. However, current computational approaches neglected the associations within gene‒gene functional networks and unrevealed the systematic relationship between drug efficacy and the reversal effect. Here, we developed a new genome-scale functional module (GSFM) transformation framework to quantitatively evaluate drug efficacy for in silico drug discovery. GSFM employs four biologically interpretable quantifiers: GSFM_Up, GSFM_Down, GSFM_ssGSEA, and GSFM_TF to comprehensively evaluate the multi-dimension activities of each functional module (FM) at gene-level, pathway-level, and transcriptional regulatory network-level. Through a data transformation strategy, GSFM effectively converts noisy and potentially unreliable gene expression data into a more dependable FM active matrix, significantly outperforming other methods in terms of both robustness and accuracy. Besides, we found a positive correlation between RSGSFM and drug efficacy, suggesting that RSGSFM could serve as representative measure of drug efficacy. Furthermore, we identified WYE-354, perhexiline, and NTNCB as candidate therapeutic agents for the treatment of breast-invasive carcinoma, lung adenocarcinoma, and castration-resistant prostate cancer, respectively. The results from in vitro and in vivo experiments have validated that all identified compounds exhibit potent anti-tumor effects, providing proof-of-concept for our computational approach.
2.JMJD1C forms condensate to facilitate a RUNX1-dependent gene expression program shared by multiple types of AML cells.
Qian CHEN ; Saisai WANG ; Juqing ZHANG ; Min XIE ; Bin LU ; Jie HE ; Zhuoran ZHEN ; Jing LI ; Jiajun ZHU ; Rong LI ; Pilong LI ; Haifeng WANG ; Christopher R VAKOC ; Robert G ROEDER ; Mo CHEN
Protein & Cell 2025;16(5):338-364
JMJD1C (Jumonji Domain Containing 1C), a member of the lysine demethylase 3 (KDM3) family, is universally required for the survival of several types of acute myeloid leukemia (AML) cells with different genetic mutations, representing a therapeutic opportunity with broad application. Yet how JMJD1C regulates the leukemic programs of various AML cells is largely unexplored. Here we show that JMJD1C interacts with the master hematopoietic transcription factor RUNX1, which thereby recruits JMJD1C to the genome to facilitate a RUNX1-driven transcriptional program that supports leukemic cell survival. The underlying mechanism hinges on the long N-terminal disordered region of JMJD1C, which harbors two inseparable abilities: condensate formation and direct interaction with RUNX1. This dual capability of JMJD1C may influence enhancer-promoter contacts crucial for the expression of key leukemic genes regulated by RUNX1. Our findings demonstrate a previously unappreciated role for the non-catalytic function of JMJD1C in transcriptional regulation, underlying a mechanism shared by different types of leukemias.
Core Binding Factor Alpha 2 Subunit/genetics*
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Humans
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Leukemia, Myeloid, Acute/pathology*
;
Jumonji Domain-Containing Histone Demethylases/chemistry*
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Gene Expression Regulation, Leukemic
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Oxidoreductases, N-Demethylating/genetics*
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Cell Line, Tumor
3.Trends and factors associated with overweight and obesity among primary and secondary school students in Tianjin from 2019 to 2023
Chinese Journal of School Health 2024;45(8):1176-1180
Objective:
To understand trends and related factors influencing overweight and obesity among primary and secondary school students in Tianjin, so as to provide a basis for formulating overweight and obesity prevention and control strategies.
Methods:
In September of each year from 2019 to 2023, a survey was conducted among 197 707 primary and secondary school students in 16 districts of Tianjin through a stratified random cluster sampling method. Physical examination was carried out in accordance with the Technical Standard for Physical examination for Student, and overweight and obesity survey was carried out. Basic information, smoking, drinking, diet, physical exercise, and sleep status were collected through questionnaire surveys.
Results:
The detection rates of overweight and obesity among primary and secondary school students in Tianjin from 2019 to 2023 were 39.07%, 43.33%, 41.54%, 43.92%, and 40.24%, respectively,showing an increasing trend(χ2trend=7.96,P<0.01). The detection rates of overweight increased in both vocational high schools and suburban counties (χ2trends=9.08, 47.18, P<0.01). The detection rates of obesity increased among both male and female students, in primary and vocational high schools and suburban counties (χ2trends=108.34, 15.99, 7.32, 10.95, 14.75, P<0.01). Multivariate Logistic regression analysis showed that smoking, drinking, unhealthful diet, and lack of proper physical exercise had a higher risk of obesity among primary and secondary school students (OR=1.26, 1.13, 1.08, 1.21, P<0.05). Stratified analysis showed that the risk of obesity was higher among boys with unhealthful and moderate lifestyle habits, as well as primary school students with unhealthful lifestyle habits (OR=1.15, 1.11, 1.27, P<0.05). Boys, girls and primary school students with unhealthful lifestyle habits, girls and ordinary high school students with moderate lifestyle habits had higher risk of being overweight (OR=1.14, 1.32, 1.21, 1.18, 1.40, P<0.05).
Conclusions
The detection rates of overweight and obesity among primary and secondary school students in Tianjin shows an increasing trend. Comprehensive lifestyle should be implemented to better prevent and control the risk of overweight and obesity.
4.Association of health risk behaviors with obesity and depressive symptoms in middle school students
SUN Zhiying, ZHANG Xianwei, YUAN Wen, DONG Yanhui, XU Ke, ZHAO Saisai, CHEN Lu, LIU Zhonghui
Chinese Journal of School Health 2024;45(10):1505-1510
Objective:
To investigate the tendency of obesity and depressive symptoms in middle school students in Tianjin, so as to provide a reference for exploring the clustering patterns of health risk behaviors and their effects on obesity and depressive symptoms.
Methods:
A stratified cluster sampling method was used to investigate the obesity, depressive symptoms and health risk behaviors of middle school students from 16 counties of Tianjin from 2019 to 2023. The latent classes analysis was used to classify health risk behaviors. The χ 2 test and Logistic regression were used to analyze the effects of different categories on obesity and depression symptoms.
Results:
The obesity detection rate of middle school students in Tianjin from 2019 to 2023 first increased ( 20.90% in 2019, 23.35% in 2020) and then decreased and gradually stabilized (2021-2023:22.20%-22.69%), and the detection rate of depressive symptoms showed a decreasing trend (from 21.65% to 14.92%). The detection rate of comorbidity of obesity and depressive symptoms first increased (4.62% in 2019, 4.66% in 2020) and then gradually decreased to 3.43% in 2023, and the rate was higher in boys than in girls and higher in urban areas than in suburban areas. Latent category analysis classified health risk behaviors into four categories: lack of exercise group, poor behaviors such as sleep group, poor diet group and healthy group. After adjusting for demographic characteristics,the results of Logistic regression analysis showed that the co-occurrence risk of obesity and depression symptoms among the top three groups of middle school students were 1.35( OR=1.35, 95%CI =1.15-1.58), 4.20( OR=4.20, 95%CI =3.50-5.04), and 1.84( OR=1.84, 95%CI =1.40-2.38)times, compared to the healthy group ( P <0.05).
Conclusions
From 2019 to 2023, the comorbidity rate of obesity and depression among middle school students in Tianjin increased first and then decreased gradually. Interventions should be made in the aspects of exercise, diet, sleep and other behaviors.
5.Quality Evaluation Status of Traditional Chinese Medicine Knowledge Bases and the Construction of Evaluation Indexes
Saisai ZHAO ; Yaqi FAN ; Yun ZHANG ; Weiguang WANG ; Zijie CHEN ; Xiaofeng LIU ; Shuangqing ZHAI
Journal of Traditional Chinese Medicine 2024;65(11):1115-1119
From the perspectives of traditional Chinese medicine (TCM) information knowledge base and assisted decision-making knowledge base, the construction status, quality evaluation status and existing problems of current TCM knowledge bases have been sorted out. And based on the quality evaluation strategies and dimensions of know-ledge bases in other disciplines, the evaluation indexes for TCM knowledge base is discussed, and the evaluation framework is initially formed, providing ideas for the improvement of the TCM knowledge base evaluation system. In terms of the evaluation indexes, there are basic evaluation dimensions which include data sources, data collection, and data application. The specific evaluation dimension of the information-based knowledge base is data quality, while that of the assisted decision-making knowledge base is data matching. Except for the data application dimension which counts the valid data items in the database for calculation, other indexes are scored based on the qualitative evaluation of "yes", "no" or "unknown". The basic evaluation score and the specific evaluation score are added to obtain the total score. The knowledge base is graded according to the score, and the results are presented in the form of grade plus number.
6.Comorbidity of myopia and scoliosis in primary and secondary school students and analysis of risk factors in school environment in Tianjin
ZHANG Xianwei, CHEN Lu, LIU Zhonghui, DONG Yanhui, SONG Yi, SUN Zhiying, XU Ke, ZHAO Saisai
Chinese Journal of School Health 2024;45(5):626-629
Objective:
To investigate the comorbidity of myopia and scoliosis among primary and secondary school students in Tianjin, and to analyze the school environment risk factors contributing to these health issues, so as to provide a scientific basis for development effective prevention measures.
Methods:
A total of 41 654 primary and secondary school students from 16 districts of Tianjin were selected by stratified random cluster sampling from September to October 2023 to screen for myopia and scoliosis. Univariate analysis was performed to examine the data, followed by a bivariate multivariate Logistic regression model and cumulative effect analysis to explore the influencing factors of their comorbidity.
Results:
In 2023, the prevalence of comorbidity of screening positive myopia and scoliosis among primary and secondary school students in Tianjin was 2.65%. The prevalence was higher in suburban areas (3.26%) compared to urban areas (2.02%), higher among females (3.81%) compared to males (1.59%), and highest in high school students (6.17%) compared to middle school (4.19%) and primary school students (0.44%) (χ2=62.23, 198.69, 953.19, P<0.01). Logistic regression analysis showed that the number of physical education classes ≥3 per week, the number of eye health exercises at school ≥2 per day, outdoor activities between classes, teachers reminding to pay attention to reading and writing posture and strict eye standing posture were negatively correlated with the comorbidity of screening positive myopia and scoliosis (OR=0.66, 0.77, 0.71, 0.78, 0.74, P<0.05). Reading or electronic screen while lying or lying on the stomach was positively associated with the comorbidity of screening positive myopia and scoliosis (OR=1.77, P<0.05). Cumulative effect analysis showed that the cumulative score (4-7, 7-9, ≥10) was negatively correlated with the comorbidity of screening positive of myopia and scoliosis (OR=0.65, 0.55, 0.52, P<0.05).
Conclusions
The school environment support and students personal behavior habits in school are related to the comorbidity of comorbidity of screening positive myopia and scoliosis. Prevention and control of myopia and scoliosis should improve the environmental factors related to students health in school.
7.Soy isoflavones alleviates calcium overload in rats with cerebral ischemia-reperfusion by inhibiting the Wnt/Ca2+signaling pathway
Li LI ; Mengzhe WANG ; Saisai LIU ; Xiaonan ZHANG ; Jie CHEN ; Weiting TAO ; Shai LI ; Zhiwen QING ; Quanfang TAO ; Yi LIU ; Li HUANG ; Shidi ZHAO
Journal of Southern Medical University 2024;44(6):1048-1058
Objective To explore the mechanism by which soybean isoflavone(SI)reduces calcium overload induced by cerebral ischemia-reperfusion(I/R).Methods Forty-eight SD rats were randomized into 4 groups to receive sham operation,cerebral middle artery occlusion for 2 h followed by 24 h of reperfusion(I/R model group),or injection of adeno-associated virus carrying Frizzled-2 siRNA or empty viral vector into the lateral cerebral ventricle after modeling.Western blotting was used to examine Frizzled-2 knockdown efficiency and changes in protein expressions in the Wnt/Ca2+signaling pathway.Calcium levels and pathological changes in the ischemic penumbra(IP)were measured using calcium chromogenic assay and HE staining,respectively.Another 72 SD randomly allocated for sham operation,I/R modeling,or soy isoflavones pretreatment before modeling were examined for regional cerebral blood flow using a Doppler flowmeter,and the cerebral infarct volume was assessed using TTC staining.Pathologies in the IP area were evaluated using HE and Nissl staining,and ROS level,Ca2+level,cell apoptosis,and intracellular calcium concentration were analyzed using immunofluorescence assay or flow cytometry;the protein expressions of Wnt5a,Frizzled-2,and P-CaMK II in the IP were detected with Western blotting and immunohistochemistry.Results In rats with cerebral I/R,Frizzled-2 knockdown significantly lowered calcium concentration(P<0.001)and the expression levels of Wnt5a,Frizzled-2,and P-CaMK II in the IP area.In soy isoflavones-pretreated rats,calcium concentration,ROS and MDA levels,cell apoptosis rate,cerebral infarct volume,and expression levels of Wnt/Ca2+signaling pathway-related proteins were all significantly lower while SOD level was higher than those in rats in I/R model group.Conclusion Soy isoflavones can mitigate calcium overload in rats with cerebral I/R by inhibiting the Wnt/Ca2+signaling pathway.
8.Soy isoflavones alleviates calcium overload in rats with cerebral ischemia-reperfusion by inhibiting the Wnt/Ca2+signaling pathway
Li LI ; Mengzhe WANG ; Saisai LIU ; Xiaonan ZHANG ; Jie CHEN ; Weiting TAO ; Shai LI ; Zhiwen QING ; Quanfang TAO ; Yi LIU ; Li HUANG ; Shidi ZHAO
Journal of Southern Medical University 2024;44(6):1048-1058
Objective To explore the mechanism by which soybean isoflavone(SI)reduces calcium overload induced by cerebral ischemia-reperfusion(I/R).Methods Forty-eight SD rats were randomized into 4 groups to receive sham operation,cerebral middle artery occlusion for 2 h followed by 24 h of reperfusion(I/R model group),or injection of adeno-associated virus carrying Frizzled-2 siRNA or empty viral vector into the lateral cerebral ventricle after modeling.Western blotting was used to examine Frizzled-2 knockdown efficiency and changes in protein expressions in the Wnt/Ca2+signaling pathway.Calcium levels and pathological changes in the ischemic penumbra(IP)were measured using calcium chromogenic assay and HE staining,respectively.Another 72 SD randomly allocated for sham operation,I/R modeling,or soy isoflavones pretreatment before modeling were examined for regional cerebral blood flow using a Doppler flowmeter,and the cerebral infarct volume was assessed using TTC staining.Pathologies in the IP area were evaluated using HE and Nissl staining,and ROS level,Ca2+level,cell apoptosis,and intracellular calcium concentration were analyzed using immunofluorescence assay or flow cytometry;the protein expressions of Wnt5a,Frizzled-2,and P-CaMK II in the IP were detected with Western blotting and immunohistochemistry.Results In rats with cerebral I/R,Frizzled-2 knockdown significantly lowered calcium concentration(P<0.001)and the expression levels of Wnt5a,Frizzled-2,and P-CaMK II in the IP area.In soy isoflavones-pretreated rats,calcium concentration,ROS and MDA levels,cell apoptosis rate,cerebral infarct volume,and expression levels of Wnt/Ca2+signaling pathway-related proteins were all significantly lower while SOD level was higher than those in rats in I/R model group.Conclusion Soy isoflavones can mitigate calcium overload in rats with cerebral I/R by inhibiting the Wnt/Ca2+signaling pathway.
9.Clinical Efficacy of Compound Tripterygium wilfordii Preparation(Xinfeng Capsules) in Improving Immune Inflammation of Rheumatoid Arthritis Due to Spleen Deficiency and Dampness Exuberance Based on Apriori Algorithm and Random Walk Model
Ziheng ZHU ; Lei WAN ; Jian LIU ; Chuanbing HUANG ; Lei ZHAO ; Yanyan FANG ; Shu LI ; Ximeng MA ; Fangze LI ; Saisai HU ; Yingying CHEN ; Jing CHENG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(5):32-38
ObjectiveTo investigate the effect of Xinfeng capsules on immunoinflammatory indicators in patients with rheumatoid arthritis (RA) due to spleen deficiency and dampness exuberance. MethodA total of 102 patients were randomly divided into control group and observation group according to the random number table method, with 51 cases in each group. All patients were treated with methotrexate tablets, while those in the observation group received additional Xinfeng capsules. The course of treatment in both groups was 12 weeks. The 28-joint disease activity score (DAS28), visual analogue scale (VAS) scores, morning stiffness time, erythrocyte sedimentation rate (ESR), high-sensitivity C-reactive protein (hs-CRP), rheumatoid factor (RF), anti-cyclic citrullinated peptide (anti-CCP) antibody, vascular endothelial growth factor (VEGF), and serum amyloid A (SAA) of the two groups before and after treatment were compared. The efficacy and incidence of adverse events were compared between the two groups. The Apriori association rule model and random walk model were constructed to evaluate the effect of Xinfeng capsules in improving hs-CRP, ESR, RF, SAA, VEGF, and anti-CCP. ResultThere were no dropouts in this study. There was no statistical difference in the indicators between the two groups before treatment. After 12 weeks of treatment, the total effective rate in the observation group was 90.19% (46/51), which was higher than 74.51% (38/51) in the control group (χ2=4.320,P<0.05). DAS28, VAS score, and morning stiffness time in the observation group were improved compared with those in the control group (P<0.05). Apriori association rule model results showed that the application of Xinfeng capsules in the observation group had a strong correlation with the reduction of RF, ESR, hs-CRP, SAA, and VEGF. The results of the random walk model showed that the improvement coefficients of hs-CRP, ESR, RF, SAA, and VEGF in the observation group were all better than those of the control group, and the improvement coefficient of anti-CCP in the control group was better than that of the observation group. The improvement degree of hs-CRP, ESR, RF, SAA, and VEGF in the observation group was superior to that of the control group (P<0.05). The incidence of adverse reactions in the observation group was lower than in the control group (χ2=4.057,P<0.05). ConclusionOn the basis of the treatment with methotrexate tablets, Xinfeng capsules can effectively improve the immunoinflammatory level in RA due to spleen deficiency and dampness exuberance and reduce the incidence of adverse reactions.
10.To explore the mechanism of tripterygium wilfordii-white peony in rheumatoid arthritis based on network pharmacology and animal experiments
Fangze LI ; Lei WAN ; Lei ZHAO ; Ziheng ZHU ; Ximeng MA ; Shu LI ; Saisai HU ; Jing CHENG ; Yingying CHEN
China Modern Doctor 2023;61(36):95-100,111
Objective Using network pharmacology to explore the mechanism of action of tripterygium wilfordii-white peony in the treatment of rheumatoid arthritis(RA)and validating it using an adjuvant arthritis rat model.Methods Obtain the effective ingredients of tripterygium wilfordii and white peony through TCMSP database and predict the action targets;Obtain the disease targets of RA using DisGeNET and GeneCards online database;Draw the network of"tripterygium wilfordii-white peony-active ingredient-RA"and screen the core effective components using the software Cytoscape 3.9.1;Construct the protein-protein interaction(PPI)network using String database and screen the core targets using the CytoNCA plug-in,using the Metascape database for gene enrichment analysis of common targets,and using Auto Dock Tools and Pymol software for molecular docking of core active ingredients and targets.Enzyme linked immunosorbent assay(ELISA)detection of serum tumor necrosis factor-α(TNF-α),interleukin(IL)-4,IL-6,and IL-17 levels in adjuvant arthritis rats,Western blot was used to detect the expression of phosphorylated phosphatidylinositol 3-hydroxy kinase(p-PI3K)and phosphorylated AKT protein(p-AKT),validate the results of network pharmacology analysis.Results There were a total of 61 effective ingredients in the treatment of RA with tripterygium wilfordii-white peony,with 116 targets and 191 signaling pathways involved.Animal experiments have shown that compared with the model group rats,the serum cytokine TNF-α,IL-6 and IL-17 of rats in tripterygium wilfordii-white peony group and tripterygium wilfordii extract group were significantly decreased(P<0.05),IL-4 significantly increased(P<0.05);The expression of p-PI3K and p-AKT in synovial tissue was significantly reduced(P<0.05);Compared with rats in tripterygium wilfordii extract group,the TNF-α,IL-6,IL-17,p-PI3K and p-AKT of rats in tripterygium wilfordii-white peony group were significantly reduced(P<0.05),while IL-4 was significantly increased(P<0.05).Conclusion Tripterygium wilfordii-white peony can inhibit the overexpression of phosphatidylinositol 3-hydroxy kinase(PI3K)/protein kinase B(AKT)signaling pathway,regulate cytokine release,exert anti-inflammatory effects,and ultimately treat RA through multiple active ingredients and targets.


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