1.Transfer learning enhanced graph neural network for aldehyde oxidase metabolism prediction and its experimental application.
Jiacheng XIONG ; Rongrong CUI ; Zhaojun LI ; Wei ZHANG ; Runze ZHANG ; Zunyun FU ; Xiaohong LIU ; Zhenghao LI ; Kaixian CHEN ; Mingyue ZHENG
Acta Pharmaceutica Sinica B 2024;14(2):623-634
Aldehyde oxidase (AOX) is a molybdoenzyme that is primarily expressed in the liver and is involved in the metabolism of drugs and other xenobiotics. AOX-mediated metabolism can result in unexpected outcomes, such as the production of toxic metabolites and high metabolic clearance, which can lead to the clinical failure of novel therapeutic agents. Computational models can assist medicinal chemists in rapidly evaluating the AOX metabolic risk of compounds during the early phases of drug discovery and provide valuable clues for manipulating AOX-mediated metabolism liability. In this study, we developed a novel graph neural network called AOMP for predicting AOX-mediated metabolism. AOMP integrated the tasks of metabolic substrate/non-substrate classification and metabolic site prediction, while utilizing transfer learning from 13C nuclear magnetic resonance data to enhance its performance on both tasks. AOMP significantly outperformed the benchmark methods in both cross-validation and external testing. Using AOMP, we systematically assessed the AOX-mediated metabolism of common fragments in kinase inhibitors and successfully identified four new scaffolds with AOX metabolism liability, which were validated through in vitro experiments. Furthermore, for the convenience of the community, we established the first online service for AOX metabolism prediction based on AOMP, which is freely available at https://aomp.alphama.com.cn.
2.Analysis of laboratory characteristics and evaluation of prognostic value of patients with NPM1 mutated acute myeloid leukemia
Ping WU ; Ting LI ; Huipeng SUN ; Lingjun WAN ; Chunyu ZHOU ; Dandan ZHANG ; Xiaofei ZHOU ; Heng ZHANG ; Mingyue CHEN ; Yunfang WANG ; Ningning WANG ; Wenjing LIU ; Tanlin XU ; Yiwei FU ; Lijun LIU ; Xiaoyu LIU ; Hongxing LIU ; Tong WANG ; Hui WANG
Chinese Journal of Laboratory Medicine 2023;46(5):483-492
Objective:To analyze the clinical and laboratory characteristics of acute myeloid leukemia (AML) patients with NPM1 mutation, and to explore the prognostic factors.Methods:A total of 77 AML patients with NPM1 gene mutation admitted to Hebei Yanda Ludaopei Hospital from May 1st 2012 to December 31st 2021 were enrolled in the study, including 34 male and 43 female patients. The median age was 40 (3, 68) years old. Patients were selected and divided into 4 groups according to the morphological FAB classification. There were 29 cases (37.7%) of M1 type, 13 cases (16.9%) of M2 type, 23 cases (29.9%) of M4 type, and 12 cases (15.5%) of M5 type. The clinical characteristics, bone marrow/peripheral blood cell morphology, immunophenotype, cytogenetics, molecular biology and overall survival of different groups were retrospectively analyzed, and the risk factors affecting the prognosis of AML were also explored. Cox multivariate regression was used to analyze the clinical influencing factors of survival and prognosis.Results:The white blood cell counts were highest in M4 and M5 patients and lowest in M2 patients, while no significant difference in the red blood cell, hemoglobin, and platelet counts( P>0.05). Morphologically, there were significant differences in the percentage of blasts and blasts with cup-like nuclei on bone marrow (BM) and peripheral blood (PB). The proportion of blasts in BM and PB was the highest in M1 and the lowest in M2 ( P<0.001). The positive rate of blasts with cup-like nuclei was the highest in M1 and the lowest in M5 of BM ( P<0.001), while the highest in M2 and the lowest in M5 of PB ( P=0.006). The scores of myeloperoxidase and chloroacetate esterase were all the highest in M1 and the lowest in M5 ( P<0.001, 0.001, respectively). In terms of molecular biology, the occurence rate of blasts combined with DNMT3A mutation was the highest in M4 and the lowest in M2 ( P=0.044), while those combined with FLT3-ITD mutation was the highest in M4 and the lowest in M5 ( P=0.002). In immunophenotype, there were significant differences in the expression positivities of seven antigens including HLA-DR, CD56, CD11c, CD15, CD14, CD96 and cMPO ( P<0.05). Multivariate COX regression analysis showed that no recurrence after treatment ( P<0.001), complete remission after treatment ( P=0.015) and transplantation ( P<0.001) were correlated with overall survival (OS). No recurrence after treatment ( P=0.033), transplantation ( P=0.027), no mutation of FLT3-ITD ( P=0.040), and hemoglobin concentration ( P=0.023) were associated with relapse-free survival (RFS). Survival analysis by Kaplan-Meier curve showed that there was no significant difference in survival time between the M1, M2, M4 and M5 groups in OS and RFS. Conclusion:There were significant differences in the white blood count, the percentage of blasts and blasts with cup-like nuclear morphology, cytochemical staining (MPO integration, CE integration and percentage of NAS-DCE), gene mutation (DNMT3A and FLT3-ITD) and immunophenotypes (HLA-DR, CD56, CD11c, CD15, CD14, CD96 and cMPO) between the four groups. The multivariate analysis revealed that no recurrence after treatment and transplantation were independent prognostic factors in NPM1 mut AML patients. On the other hand, FLT3-ITD mutation and hemoglobin concentration were associated with RFS and complete remission after treatment was associated with OS in the entire NPM1 mut cohort.
3.Tandem expression and purification of tick-borne encephalitis virus E protein Domain Ⅲ and preparation of its polyclonal antibody
Chinese Journal of Biologicals 2023;36(6):657-662
Objective To express and purify the E protein Domain Ⅲ(ED Ⅲ) of tick-borne encephalitis virus(TBEV) in tandem and prepare the corresponding polyclonal antibody.Methods The TBEV RNA was extracted by Trizol method,and then reversely transcribed into cDNA,which was used as template to amplify ED Ⅲ gene fragment by PCR.Two ED Ⅲ gene fragments were ligated into fusion gene by the hydrophobic flexible polypeptide(G_4S)_3 using overlapping PCR,which was then linked to prokaryotic expression vector pET-28a(+) to construct the recombinant expression plasmid pET-28a-2ED Ⅲ.After sequencing,pET-28a-2ED Ⅲ was transformed into E.coli BL21(DE3) competent cells,induced by IPTG and purified by Ni~(2+) affinity chromatography.Female New Zealand white rabbits were immunized with the renatured recombinant protein to prepare polyclonal antibody.The antibody titer was detected by indirect ELISA and the specificity was identified by Western blot.The homology of ED Ⅲ amino acid sequence between TBEV and other flaviviruses was analyzed by DNAMAN software.Results The recombinant plasmid pET-28a-2ED Ⅲ was identified by sequencing,and the amplified sequence contained two genes consistent with the E sequence of TBEV "Senzhang" strain(JQ650523.1) included on GenBank,indicating that the recombinant plasmid was constructed correctly.The recombinant 2ED Ⅲ protein was expressed mainly in the form of inclusion bodies,with a relative molecular mass of about 21 000 and a purity of 97.5%.The titer of rabbit anti-2ED Ⅲ serum polyclonal antibody was 1:10~7,which reacted specifically with TBEV whole virus.DNAMAN software alignment showed that the homology of ED Ⅲ amino acid sequences between TBEV and Japanese encephalitis virus(JEV),yellow fever virus(YFV) and Dengue virus(DENY) was 36.56%,9.28% and 30.77%,respectively.Conclusion The TBEV envelope ED Ⅲ tandem recombinant expression plasmid pET-28a-2ED Ⅲ was successfully constructed.The expressed recombinant 2ED Ⅲ protein had good reactivity and immunogenicity,and the prepared polyclonal antibody had high titer.
4.Chinese Medicine Regulates Knee Osteoarthritis-related Signaling Pathways: A Review
Yongsheng FU ; Mingyue TAN ; Weiguo WANG ; Minghua ZHAO ; Qi LI ; Xiaodong XU ; Jianpeng ZHAO ; Wenzhuo ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(22):231-243
As the research of traditional Chinese medicine (TCM) on knee osteoarthritis (KOA) is progressing, researchers have discovered that a variety of Chinese medicines can delay the progress of KOA by regulating signaling pathways at the molecular level. The Chinese medicines and their active ingredients mentioned in this article are associated with the signaling pathways in KOA. They can regulate the levels of targeted molecules via different signaling pathways to inhibit cartilage inflammatory cytokine, apoptosis, and cartilage matrix degradation and promote chondrocyte autophagy, so as to reduce the synovial inflammatory edema and delay cartilage degeneration. This paper systematically reviews the studies about the TCM intervention of KOA. Baicalein can reduce the inflammatory cytokines and apoptosis and promote the autophagy of chondrocytes by blocking the phosphatidylinositol-3 kinase/protein kinase (PI3K/Akt) signaling pathway. Cornuside I can decrease the phosphorylation activity of Janus kinase 2/signal transducer and activator of transcription 3 (JAK2/STAT3) pathway to reduce synovial inflammation and delay cartilage matrix degeneration. Salvianolic acid A can reduce inflammation and cartilage matrix degradation by inhibiting the phosphorylation of the nuclear factor-κB (NF-κB) pathway. Emodin can reduce the activity of Wnt/β-catenin pathway to inhibit the decomposition of collagen and proteoglycan. Myristicoside can inhibit apoptosis by blocking the p38 mitogen-activated protein kinase (p38 MAPK) signaling pathway. Akebia saponin D can enhance the activity of nuclear factor E2-related factor 2/heme oxygenase 1(Nrf2/HO-1) pathway to inhibit oxidative stress in chondrocytes. The saponins in Achyranthis Bidentatae Radix reduce cartilage matrix degradation by enhancing the transforming growth factor-β (TGF-β)/Smad signaling pathway. Crocin inhibits the cartilage inflammation and apoptosis factor increase by stimulating the activity of hippo-Yes-associated protein (Hippo-YAP). Ligustrazine blocks the Notch pathway to improve the morphology and abnormality of chondrocytes. Oleanolic acid reduces the destruction and degeneration of cartilage matrix via the estrogen signaling pathway. The above summary aims to provide references for future clinical and experimental research on KOA.
5.Drug target inference by mining transcriptional data using a novel graph convolutional network framework.
Feisheng ZHONG ; Xiaolong WU ; Ruirui YANG ; Xutong LI ; Dingyan WANG ; Zunyun FU ; Xiaohong LIU ; XiaoZhe WAN ; Tianbiao YANG ; Zisheng FAN ; Yinghui ZHANG ; Xiaomin LUO ; Kaixian CHEN ; Sulin ZHANG ; Hualiang JIANG ; Mingyue ZHENG
Protein & Cell 2022;13(4):281-301
A fundamental challenge that arises in biomedicine is the need to characterize compounds in a relevant cellular context in order to reveal potential on-target or off-target effects. Recently, the fast accumulation of gene transcriptional profiling data provides us an unprecedented opportunity to explore the protein targets of chemical compounds from the perspective of cell transcriptomics and RNA biology. Here, we propose a novel Siamese spectral-based graph convolutional network (SSGCN) model for inferring the protein targets of chemical compounds from gene transcriptional profiles. Although the gene signature of a compound perturbation only provides indirect clues of the interacting targets, and the biological networks under different experiment conditions further complicate the situation, the SSGCN model was successfully trained to learn from known compound-target pairs by uncovering the hidden correlations between compound perturbation profiles and gene knockdown profiles. On a benchmark set and a large time-split validation dataset, the model achieved higher target inference accuracy as compared to previous methods such as Connectivity Map. Further experimental validations of prediction results highlight the practical usefulness of SSGCN in either inferring the interacting targets of compound, or reversely, in finding novel inhibitors of a given target of interest.
Drug Delivery Systems
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Proteins
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Transcriptome
6.Effect of linguistic strategies in traditional Chinese medicine English teaching courses for foreign students
Mingyue LI ; Bo CHEN ; Yanqi LI ; Shufei FU ; Wei WANG
International Journal of Traditional Chinese Medicine 2019;41(5):537-540
It's important that the university teachers apply proper linguistic strategies in the Traditional Chinese medicine courses for foreign students,which can reduce the non-native language ability limitation to teaching effect to a certain extent,which can let students better understand and grasp the contents.This paper summarize the influence of linguistic strategies on teaching effect,such as signposting,signalling importance,back channeling,repetition,questioning,commenting,which is the important foundation and powerful guarantee of ideal teaching effects of EMI.
7. The role of mesenchymal stem cells in allogeneic hematopoietic stem cell transplantation for patients with refractory severe aplastic anemia
Mingyue ZHAO ; Yuewen FU ; Qian WANG ; Hao AI ; Yongqi WANG ; Jian ZHOU ; Baijun FANG ; Xudong WEI ; Yongping SONG
Chinese Journal of Hematology 2019;40(9):726-731
Objective:
To evaluate the efficacy and safety of mesenchymal stem cells in allogeneic hematopoietic stem cell transplantation for patients with refractory severe aplastic anemia (R-SAA) .
Method:
The clinical data of 25 R-SAA patients receiving co-transplantation of mesenchymal stem cells combined with peripheral blood stem cells from sibling donors (10 cases) and unrelated donors (15 cases) from March 2010 to July 2018 in Zhengzhou University Affiliated Tumor Hospital were retrospectively analyzed. Antithymocyte globulin (ATG) treatment was ineffective/relapsed in 11 cases, and cyclosporine (CsA) treatment ineffective/relapsed in 14 cases.
Results:
There were 13 male and 12 female among these patients. One patient had a primary graft failure, one patient had a poorly engraftment of platelets, and the remaining 23 patients achieved hematopoietic engraftment. The median time of granulocyte engraftment was 12.5 (10-23) days and 15 (11-25) days for megakaryocyte. Incidences of grade Ⅰ/Ⅱ acute graft-versus-host disease (aGVHD) and chronic graft-versus-host disease (cGVHD) were 37.5% (9/24) and 21.7% (5/23) , respectively. There was no severe GVHD and no severe complications that related to transplantation. 21 of 25 (84%) patients were alive with a median follow-up of 22.9 (1.6-107.8) months. The 5-year overall survival rate after transplantation was (83.6±7.5) %.
Conclusion
The combination of mesenchymal stem cells is reliable and safe in the treatment of R-SAA in peripheral blood stem cell transplantation of unrelated donors and sibling donors, which could significantly reduce the incidence of GVHD and severe transplantation-related complications.
8. The efficacy and safety of co-transplantation of unrelated donor peripheral blood stem cells combined with umbilical mesenchymal stem cells in patients with refractory severe aplastic anemia-Ⅱ
Mingyue ZHAO ; Yuewen FU ; Qian WANG ; Hao AI ; Yongqi WANG ; Tingting LI ; Jian ZHOU ; Baijun FANG ; Xudong WEI ; Yongping SONG
Chinese Journal of Internal Medicine 2019;58(11):819-822
The efficacy and safety of co-transplantation of unrelated donor peripheral blood stem cells (UD-PBSCs) combined with umbilical cord mesenchymal stem cells (UC-MSCs) in refractory severe aplastic anemia-Ⅱ(RSAA-Ⅱ) were analyzed retrospectively. Fifteen patients with RSAA-Ⅱ underwent UD-PBSCs and UC-MSCs co-transplantation, among whom 14 cases had hematopoietic reconstitution without severe graft versus-host disease (GVHD). The 5-year overall survival rate was 78.57%. Combination of UD-PBSCs and UC-MSCs transplantation could be a safe and effective option for RSAA-Ⅱ.
9.Study of gamification in the international education of traditional Chinese medicine
Mingyue LI ; Bo CHEN ; Yanqi LI ; Shufei FU ; Wei WANG
International Journal of Traditional Chinese Medicine 2019;41(8):899-902
With the development of the internationalization of Chinese medicine education,higher requirements are demanded for the faculty of foreign students.How to explore a suitable way of teaching foreign students to study TCM is the problem for all the foreign education teachers.Based on the concept of Gamification,we apply the game elements or mechanism effectively in teaching which can active the classroom atmosphere,improve students' interest and enhance the effect of learning.
10.Associations of plasma homocysteine level and MTHFR gene C677T polymorphism with white matter lesions in Chinese Han population
Bing FU ; Min LI ; Jiechun CHEN ; Jiandong JIANG ; Mingyue QIAN ; Wanli DONG
International Journal of Cerebrovascular Diseases 2017;25(9):813-817
Objeetive To investigate the associations of plasma homocysteine (Hcy) level and methylenetetrahydrofolate reductase (MTHFR) gene C677T polymorphism with white matter lesion (WML) in a Chinese Han population.Methods A toal of 104 patients with WML and 74 controls were recruited.Hcy level and MTHFR gene C677T polymorphism were determined.The degree of severity of the WML was evaluated using a modified Scheltens scale.Results The plasma Hcy level (median and interquartile range,16.81 [11.33-18.92] μmol/L vs.11.40 [8.28-14.23] μmol/L;Z =5.415,P =0.001) and the proportion (85.6% vs.54.1%;x2 =28.535,P < 0.001) of patients with hyperhomocysteinemia (HHcy) in the WML group were significantly higher than those in the control group.However,there were no significant differences in the frequencies of C677T genotype (x2 =1.255,P =0.534) and allele (x2 =1.057,P =0.304).There are 89 patients with HHcy and 15 patient with normal Hcy in 104 patients with WML.The modified Scheltens scale score in the HHcy subgroup was higher that in the normal Hcy subgroup (8.06 ±5.61 vs.5.80 ±2.98;t =2.324,P=0.027).Multivariate logistic regression analysis showed that age (odds ratio[OR] 1.090,95% confidence interval [CI] 1.049-1.133;P=0.001),hypertension (OR 1.719,95% CI 1.645-2.307;P < 0.001),and HHcy (OR 1.128,95% CI 1.044-1.219;P =0.002) were the independent risk factors for white matter lesions.Conclusions HHcy is an independent risk factor for WML,whereas the MTHFR gene C677T polymorphism is not associated with WML.


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