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.Protection efficacy of mRNA-based SARS-CoV-2 variant vaccine in non-human primates.
Dongrong YI ; Yongxin ZHANG ; Jing WANG ; Qian LIU ; Ling MA ; Quanjie LI ; Saisai GUO ; Ruifang ZHENG ; Xiaoyu LI ; Xingong LI ; Yijie DONG ; Shuaiyao LU ; Weiguo ZHANG ; Xiaozhong PENG ; Shan CEN
Acta Pharmaceutica Sinica B 2025;15(2):934-946
The rapid emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) variants that evade immunity elicited by vaccination has posed a global challenge to the control of the coronavirus disease 2019 (COVID-19) pandemic. Therefore, developing countermeasures that broadly protect against SARS-CoV-2 and related sarbecoviruses is essential. Herein, we have developed a lipid nanoparticle (LNP)-encapsulated mRNA (mRNA-LNP) encoding the full-length Spike (S) glycoprotein of SARS-CoV-2 (termed RG001), which confers complete protection in a non-human primate model. Intramuscular immunization of two doses of RG001 in Rhesus monkey elicited robust neutralizing antibodies and cellular response against SARS-CoV-2 variants, resulting in significantly protected SARS-CoV-2-infected animals from acute lung lesions and complete inhibition of viral replication in all animals immunized with low or high doses of RG001. More importantly, the third dose of RG001 vaccination elicited effective neutralizing antibodies against current epidemic XBB and JN.1 strains and similar cellular response against SARS-CoV-2 Omicron variants (BA.1, XBB.1.16, and JN.1) were observed in immunized mice. All these results together strongly support the great potential of RG001 in preventing the infection of SARS-CoV-2 variants of concern (VOCs).
3.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*
;
Humans
;
Leukemia, Myeloid, Acute/pathology*
;
Jumonji Domain-Containing Histone Demethylases/chemistry*
;
Gene Expression Regulation, Leukemic
;
Oxidoreductases, N-Demethylating/genetics*
;
Cell Line, Tumor
4.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.
5.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.
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.Efficacy and safety of daratumumab-based combined regimens for treatment of multiple myeloma
Xinying MA ; Qian HUANG ; Chunyan YANG ; Yu HUANG ; Lu JIA ; Lei LIU ; Jingjing ZHANG ; Saisai REN ; Hao ZHANG
Journal of Leukemia & Lymphoma 2022;31(9):544-546
Objective:To evaluate the safety and efficacy of daratumumab in the treatment of multiple myeloma (MM).Methods:The clinical data of 19 MM patients treated with daratumumab alone or in combination with chemotherapy regimens from June 2021 to December 2021 in the Affiliated Hospital of Jining Medical College were retrospectively analyzed, of which 2 patients received daratumumab alone, 6 cases received daratumumab combined with lenalidomide+dexamethasone (DRD) regimen, 1 case received daratumumab combined with liposomal doxorubicin+dexamethasone (DVD) regimen, 2 case received daratumumab combined with dexamethasone+cyclophosphamide+etoposide+cisplatin (DECP) regimen, 3 cases received daratumumab combined with isazomib+dexamethasone (ID) regimen, 2 cases received daratumumab combined with bortezomib+dexamethasone (BD) regimen, and 3 cases received daratumumab combined with dexamethasone (DD) regimen. The efficacy and incidence of adverse effects were analyzed.Results:Among the 19 patients, 8 had complete remission (CR), 1 had very good partial remission (VGPR), 5 had partial remission (PR), 1 had stable disease (SD), and 4 had progressive disease (PD). The overall response rate (ORR) was 73.7% (14/19). The median progression-free survival (PFS) time was 10.42 months (95% CI 8.04-12.79 months) and the median overall survival (OS) time was 52.06 months (95% CI 37.85-66.27 months). The main adverse reactions during treatment were grade 3 neutropenia in 3 cases, grade 3 lymphopenia in 3 cases, grade 2 anemia in 5 cases, grade 2 nausea and vomiting in 7 cases, and infusion-related adverse reactions in 7 cases. Conclusions:Daratumumab-based chemotherapy regimens for the treatment of MM patients can achieve great efficacy with good safety and tolerability.
8.Metagenomic Analysis Reveals A Possible Association Between Respiratory Infection and Periodontitis
Liu ZHENWEI ; Zhang TAO ; Wu KEKE ; Li ZHONGSHAN ; Chen XIAOMIN ; Jiang SHAN ; Du LIFENG ; Lu SAISAI ; Lin CHONGXIANG ; Wu JINYU ; Wang XIAOBING
Genomics, Proteomics & Bioinformatics 2022;20(2):260-273
Periodontitis is an inflammatory disease that is characterized by progressive destruction of the periodontium and causes tooth loss in adults.Periodontitis is known to be associated with dysbiosis of the oral microflora,which is often linked to various diseases.However,the complexity of plaque microbial communities of periodontitis,antibiotic resistance,and enhanced virulence make this disease difficult to treat.In this study,using metagenomic shotgun sequencing,we inves-tigated the etiology,antibiotic resistance genes(ARGs),and virulence genes(VirGs)of periodontitis.We revealed a significant shift in the composition of oral microbiota as well as several functional pathways that were represented significantly more abundantly in periodontitis patients than in con-trols.In addition,we observed several positively selected ARGs and VirGs with the Ka/Ks ratio>1 by analyzing our data and a previous periodontitis dataset,indicating that ARGs and VirGs in oral microbiota may be subjected to positive selection.Moreover,5 of 12 positively selected ARGs and VirGs in periodontitis patients were found in the genomes of respiratory tract pathogens.Of note,91.8%of the background VirGs with at least one non-synonymous single-nucleotide polymorphism for natural selection were also from respiratory tract pathogens.These observations suggest a potential association between periodontitis and respiratory infection at the gene level.Our study enriches the knowledge of pathogens and functional pathways as well as the positive selection of antibiotic resistance and pathogen virulence in periodontitis patients,and provides evidence at the gene level for an association between periodontitis and respiratory infection.
9.Efficacy analysis of autologous peripheral blood hematopoietic stem cell transplantation in treatment of lymphoma
Jingjing ZHANG ; Yu HUANG ; Qian HUANG ; Lei LIU ; Haihui LIU ; Saisai REN ; Haiyan WANG ; Chunyan YANG ; Lu JIA ; Linlin LYU ; Ying LI ; Dongxiao SONG ; Hao ZHANG
Journal of Leukemia & Lymphoma 2021;30(11):652-657
Objective:To investigate the clinical efficacy of autologous peripheral blood hematopoietic stem cell transplantation (HSCT) in treatment of lymphoma.Methods:The clinical data of 41 lymphoma patients undergoing autologous peripheral blood HSCT at the Affiliated Hospital of Jining Medical University between January 2014 to December 2020 were retrospectively analyzed. There were 6 cases of Hodgkin lymphoma and 35 cases of non-Hodgkin lymphoma. The mobilization regimens included chemotherapy drugs + granulocyte colony-stimulating factor (G-CSF) + thrombopoietin (TPO) or chemotherapy drugs + G-CSF. The pre-conditioning schemes before transplantation were listed as follows: BEAM (mustine + cytarabine + etoposide + melphalan) regimen + decitabine in 26 patients, BEAM regimen in 12 patients, BEAM regimen + chidamide in 3 patients. The progression-free survival (PFS), overall survival (OS), related complications, prognoses after transplantation were observed. The effects of clinical staging, B symptom,International Prognostic Score Index (IPI), extranodal involved sites, hemoglobin (Hb), lactic dehydrogenase (LDH), β 2-microglobulin (β 2-MG), transplantation regimen and the status before transplantation on PFS and OS after transplantation were evaluated. Results:Among 41 patients, 37 patients (90.24%) achieved complete remission (CR), 2 patients (4.88%) achieved partial remission (PR) and 2 patients loss assessment data (4.88%) before autologous peripheral blood HSCT. The median karyocyte count was 12.74×10 8 /kg [(3.91-22.68)×10 8/kg] in 24 patients with the complete data of stem cell collection, the median CD34 positive cell count was 6.74×10 6/kg [(0.91-50.47)×10 6/kg]. All 41 patients had hematologic reconstruction. The median time of platelet implantation was 11 d (7-32 d) and the median time of granulocyte implantation was 9 d (8-16 d). All patients achieved CR after transplantation and no one case had transplantation-related death. By the end of follow-up, 33 cases (80.49%) had no progression of disease, 8 cases (19.51%) died. The OS rates of 12-month, 24-month and 72-month were 93.4%, 85.3% and 60.9%, respectively after transplantation. The PFS rates of 12-month, 24-month and 72 month were 93.3%, 84.0% and 84.0%, respectively. Median PFS and OS had not been reached. There were no statistically significant differences in the PFS and OS of patients with different gender, clinical staging, B symptom, IPI score, extranodal involved sites, Hb, LDH, β 2-MG and the status before transplantation(all P > 0.05) . The PFS and OS of patients receiving BEAM regimen + decitabine were better than those of patients receiving BEAM regimen alone (all P < 0.05). Conclusions:Autologous peripheral blood HSCT is effective in treatment of lymphoma. Moreover, BEAM regimen + dicitabine preconditioning regimen can achieve longer survival time compared with BEAM regimen alone.
10.Association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in 9 longevity areas of China
Qiyue TAN ; Yuebin LYU ; Jinhui ZHOU ; Mingyuan ZHANG ; Chen CHEN ; Feng ZHAO ; Chengcheng LI ; Yingli QU ; Saisai JI ; Feng LU ; Yingchun LIU ; Heng GU ; Bing WU ; Zhaojin CAO ; Shuhua ZHAO ; Xiaoming SHI
Chinese Journal of Preventive Medicine 2021;55(1):18-24
Objective:To investigate the association of blood oxidative stress level with hypertriglyceridemia in the elderly aged 65 years and older in China.Methods:A total of 2 393 participants aged 65 years and older were recruited in 9 longevity areas from Heathy Aging and Biomarkers Cohort Study, during 2017 to 2018. Information on demographics characteristic, life style and health status were collected by questionnaire and physical examination, and venous blood was collected to detect the levels of blood oxidative stress and hypertriglyceridemia. The linear or non-linear association between oxidative stress and hypertriglyceridemia was described by restrictive cubic splines (RCS) fitting multiple linear regression model. The generalized linear mixed effect model was conducted to assess the association between oxidative stress and hypertriglyceridemia.Results:A total of 2 393 participants, mean age was 84.6 years, the youngest was 65 and the oldest was 112, the male was 47.9%(1 145/2 393), the triglyceride level was (1.4±0.8) mmol/L. The hypertriglyceridemia detection rate was 9.99%(239/2 393). The results of multiple linear regression model with restrictive cubic spline fitting showed that MDA level was linear association with triglyceride level; SOD level was nonlinear association with triglyceride level. MDA level had significantly association with hypertriglyceridemia, and the corresponding OR value was 1.063 (95% CI: 1.046,1.081) with 1 nmol/ml increment of blood MDA; SOD level had significantly association with hypertriglyceridemia, and the corresponding OR value was 0.986(95% CI: 0.983,0.989) with 1 U/ml increment of blood SOD. Conclusion:Among the elderly aged 65 and older in 9 longevity areas in China, MDA and SOD levels were associated with the risk of hypertriglyceridemia.


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