1.A disentangled generative model for improved drug response prediction in patients via sample synthesis.
Kunshi LI ; Bihan SHEN ; Fangyoumin FENG ; Xueliang LI ; Yue WANG ; Na FENG ; Zhixuan TANG ; Liangxiao MA ; Hong LI
Journal of Pharmaceutical Analysis 2025;15(6):101128-101128
Personalized drug response prediction from molecular data is an important challenge in precision medicine for treating cancer. Computational methods have been widely explored and have become increasingly accurate in recent years. However, the clinical application of prediction methods is still in its infancy due to large discrepancies between preclinial models and patients. We present a novel disentangled synthesis transfer network (DiSyn) for drug response prediction specifically designed for transfer learning from preclinical models to clinical patients. DiSyn uses a domain separation network (DSN) to disentangle drug response related features, employs data synthesis technology to increase the sample size and iteratively trains for better feature disentanglement. DiSyn is pretrained on large-scale unlabeled cancer samples and validated by three datasets, The Cancer Genome Atlas (TCGA), Investigation of Serial Studies to Predict Your Therapeutic Response With Imaging And moLecular Analysis 2 (I-SPY2) and Novartis Institutes for Biomedical Research Patient-Derived Xenograft Encyclopedia (NIBR PDXE), achieving competitive performance with the state-of-the-art methods on cancer patients and mice. Furthermore, the application of DiSyn to thousands of breast cancer patients show the heterogeneity in drug responses and demonstrate its potential value in biomarker discovery and drug combination prediction.
2.A DPAL method for the identification of the synergistic target of drugs.
Dongyao WANG ; Yuxiao TANG ; Na LI ; Chenghua WU ; Jianxin YANG ; Mengpu WU ; Feng LU ; Yifeng CHAI ; Chenqi LI ; Hui SHEN ; Xin DONG ; Changquan LING
Journal of Pharmaceutical Analysis 2025;15(11):101351-101351
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3.Ameliorative effects of Compound Fufangteng Mixture on cyclophosphamide-induced immunosuppression in mice
Li-na LIU ; Yu-fang SHEN ; Qin-qin WANG ; Lin-yu XIAO ; Jing-yu LIU ; Jun-ni MO ; Ren-yi-kun YUAN ; Hong-wei GAO ; Jian XIAO
Chinese Traditional Patent Medicine 2025;47(10):3249-3256
AIM To investigate the ameliorative effects of Compound Fufangteng Mixture(CFM)on cyclophosphamide(CTX)-induced immunosuppression in mice.METHODS Forty-eight male C57BL/6J mice were randomly divided into the blank control group,the model group,the levamisole hydrochloride group(40 mg/kg)and the low-dose,medium-dose and high-dose CFM groups(3.75,7.5,10 g/kg),with 8 mice in each group,and given respective intervention orally once daily for 14 days.On the 5th to 7th day of administration,with the blank control group given normal saline intraperitoneally,the other groups underwent intraperitoneal CTX injections(80 mg/kg).24 hours after the last administration,organ indices of thymus and spleen were calculated;splenic histopathological alterations were assessed by HE staining;serum levels of IL-2,IL-6 and IgG were quantified using ELISA;splenic CD4+,CD8+T lymphocytes,alongside CD86+and CD206+macrophages populations were analyzed by flow cytometry;and splenic expression of CD4,CD8 and F4/80 was evaluated by immunohistochemical staining.RESULTS In CTX-treated mice,CFM administration mitigated body weight loss;enhanced thymus weight and thymic index;ameliorated splenic immune cell populations,elevated serum levels of cytokines IL-2,IL-6 and IgG in serum;and upregulated splenic levels of CD45+CD3+T lymphocytes and F4/80+CD11b+macrophages,alongside increasing the expression of CD4,CD8 and F4/80 surface markers.CONCLUSION CFM alleviates CTX-induced immunosuppression state in mice by modulating immune cells,restoring immune function and enhancing anti-inflammatory and tissue repair capabilities.
4.Protective effect of kaempferide in a mouse model of hyperuricemic nephropathy
Pian LI ; Tao YE ; Jing-fang DU ; Yao YAO ; Na SHEN
Chinese Traditional Patent Medicine 2025;47(10):3256-3263
AIM To investigate the protective effects of kaempferide on hyperuricemic nephropathy(HN)in mice.METHODS Sixty Kunming mice were randomly divided into the control group,the model group,the allopurinol group(5 mg/kg),the kaempferol group(50 mg/kg),and the low-dose and high-dose kaempferide groups(25,50 mg/kg).HN mouse models were established by administering potassium oxyzinate(300 mg/kg)and hypoxanthine(500 mg/kg)in combination for 21 days,concurrently with the test drug.Following treatment administration,serum uric acid(SUA),serum creatinine(SCr),24-hour urinary protein(24 h UTP),and hepatic xanthine oxidase(XOD)levels were measured.Renal tissue pathology was assessed using HE staining and Masson staining.Apoptosis in renal tissue was evaluated via TUNEL staining.The expressions of NLRP3 inflammasome and apoptosis-associated proteins in renal tissues were analyzed by immunohistochemistry and Western blot.RESULTS Compared to the control group,the model group demonstrated elevated levels of SUA,SCr,24 h UTP,and hepatic XOD activity(P<0.01);marked renal damage,and increased area of renal interstitial fibrosis and apoptosis rate(P<0.01);and increased protein expressions of NLRP3,ASC,Caspase-1,cleaved-Caspase-1,pro-IL-1β,IL-1β,Caspase-3 and cleaved-Caspase-3 in renal tissue(P<0.05,P<0.01).Compared to the model group,the groups treated with allopurinol,kaempferol,or kaempferid showed reduced levels of SUA,SCr,24 h UTP,and hepatic XOD activity(P<0.05,P<0.01);improved renal pathological injury with reduced renal interstitial fibrosis area and apoptosis rate of renal tissue(P<0.01);and downregulated protein expressions ofNLRP3,ASC,Caspase-1,cleaved-Caspase-1,pro-IL-1β,IL-1β,Caspase-3 and cleaved-Caspase-3 in renal tissue as well(P<0.05,P<0.01).CONCLUSION Kaempferide improves renal function while attenuating inflammation,fibrosis,and apoptosis in the kidneys of HN mice.This nephroprotective effect may stem from its dual action in inhibiting hepatic XOD to reduce uric acid synthesis and blocking NLRP3 inflammasome activation.
5.A disentangled generative model for improved drug response prediction in patients via sample synthesis
Kunshi LI ; Bihan SHEN ; Fangyoumin FENG ; Xueliang LI ; Yue WANG ; Na FENG ; Zhixuan TANG ; Liangxiao MA ; Hong LI
Journal of Pharmaceutical Analysis 2025;15(6):1226-1237
Personalized drug response prediction from molecular data is an important challenge in precision medicine for treating cancer.Computational methods have been widely explored and have become increasingly accurate in recent years.However,the clinical application of prediction methods is still in its infancy due to large discrepancies between preclinial models and patients.We present a novel disentangled synthesis transfer network(DiSyn)for drug response prediction specifically designed for transfer learning from preclinical models to clinical patients.DiSyn uses a domain separation network(DSN)to disentangle drug response related features,employs data synthesis technology to increase the sample size and iteratively trains for better feature disentanglement.DiSyn is pretrained on large-scale unlabeled cancer samples and validated by three datasets,The Cancer Genome Atlas(TCGA),Investigation of Serial Studies to Predict Your Therapeutic Response With Imaging And moLecular Analysis 2(I-SPY2)and Novartis Institutes for Biomedical Research Patient-Derived Xenograft Encyclopedia(NIBR PDXE),achieving competitive performance with the state-of-the-art methods on cancer patients and mice.Furthermore,the application of DiSyn to thousands of breast cancer patients show the heterogeneity in drug responses and demonstrate its potential value in biomarker discovery and drug combination prediction.
6.Characteristics of HIV primary drug resistance and molecular transmission clusters in newly reported men who had sex with men in Taizhou City, Zhejiang Province
Shanling WANG ; Xuanhe WU ; Guixia LI ; Tingting WANG ; Yating WANG ; Tailin CHEN ; Weiwei SHEN ; Yali XIE ; Haijiang LIN ; Na HE ; Xiaoxiao CHEN
Shanghai Journal of Preventive Medicine 2025;37(6):496-502
ObjectivesTo investigate the molecular epidemiological characteristics of HIV-1 infection among men who had sex with men (MSM) in Taizhou City, Zhejiang Province, and to provide a scientific reference for acquired immune deficiency syndrome prevention and control efforts. MethodsThe research subjects were all newly reported MSM population in Taizhou City from 2020 to 2023. Blood samples without antiviral therapy were collected. The HIV-1 pol gene was amplified and sequenced, and the sequences were submitted to the Stanford University drug resistance database to identify the mutation sites and drug resistance. MEGA 11.0 software was used to analyze the nucleic acid sequences, construct phylogenetic tree, and calculate genetic distance of gene sequences. The molecular transmission network diagram of HIV-1 was constructed using Cytoscape_v3.10.1, and the influencing factors of network entry were analyzed by logistic regression. ResultsA total of 363 newly reported HIV-infected MSM patients were included, with a median age [M (P25, P75)] of 34 (26,47) years old. The majority had an educational level of junior high school or below (55.65%). A total of eight subtypes were found, mainly CRF07_BC and CRF01_AE. The primary drug resistance rate was 10.47% (38/363). The optimal molecular network gene distance was 0.019, with a network access rate of 42.70% (155/363), and a total of 47 molecular clusters were formed. Multivariate logistic analyses showed that compared with the CRF01_AE subtype, the clustering risk of CRF07_BC subtype was higher (OR=1.916, 95%CI: 1.191‒3.109), cases with drug resistance had a higher risk of cluster formation than those without drug resistance (OR=2.011, 95%CI: 1.006‒4.080), and recent infected patients had a lower risk of entering the largest molecular cluster than long-term infected patients (OR=0.376, 95%CI: 0.137‒0.928). ConclusionThe newly diagnosed infections among the MSM population are active in Taizhou City, Zhejiang Province, with a high level of primary drug resistance. Individuals carrying drug-resistant strains are more likely to cluster. Drug resistance monitoring should be strengthened to prevent further spread of drug-resistant strains in the network.
7.Decoding the immune microenvironment of secondary chronic myelomonocytic leukemia due to diffuse large B-cell lymphoma with CD19 CAR-T failure by single-cell RNA-sequencing.
Xudong LI ; Hong HUANG ; Fang WANG ; Mengjia LI ; Binglei ZHANG ; Jianxiang SHI ; Yuke LIU ; Mengya GAO ; Mingxia SUN ; Haixia CAO ; Danfeng ZHANG ; Na SHEN ; Weijie CAO ; Zhilei BIAN ; Haizhou XING ; Wei LI ; Linping XU ; Shiyu ZUO ; Yongping SONG
Chinese Medical Journal 2025;138(15):1866-1881
BACKGROUND:
Several studies have demonstrated the occurrence of secondary tumors as a rare but significant complication of chimeric antigen receptor T (CAR-T) cell therapy, underscoring the need for a detailed investigation. Given the limited variety of secondary tumor types reported to date, a comprehensive characterization of the various secondary tumors arising after CAR-T therapy is essential to understand the associated risks and to define the role of the immune microenvironment in malignant transformation. This study aims to characterize the immune microenvironment of a newly identified secondary tumor post-CAR-T therapy, to clarify its pathogenesis and potential therapeutic targets.
METHODS:
In this study, the bone marrow (BM) samples were collected by aspiration from the primary and secondary tumors before and after CD19 CAR-T treatment. The CD45 + BM cells were enriched with human CD45 microbeads. The CD45 + cells were then sent for 10× genomics single-cell RNA sequencing (scRNA-seq) to identify cell populations. The Cell Ranger pipeline and CellChat were used for detailed analysis.
RESULTS:
In this study, a rare type of secondary chronic myelomonocytic leukemia (CMML) were reported in a patient with diffuse large B-cell lymphoma (DLBCL) who had previously received CD19 CAR-T therapy. The scRNA-seq analysis revealed increased inflammatory cytokines, chemokines, and an immunosuppressive state of monocytes/macrophages, which may impair cytotoxic activity in both T and natural killer (NK) cells in secondary CMML before treatment. In contrast, their cytotoxicity was restored in secondary CMML after treatment.
CONCLUSIONS
This finding delineates a previously unrecognized type of secondary tumor, CMML, after CAR-T therapy and provide a framework for defining the immune microenvironment of secondary tumor occurrence after CAR-T therapy. In addition, the results provide a rationale for targeting macrophages to improve treatment strategies for CMML treatment.
Humans
;
Lymphoma, Large B-Cell, Diffuse/therapy*
;
Tumor Microenvironment/genetics*
;
Antigens, CD19/metabolism*
;
Leukemia, Myelomonocytic, Chronic/genetics*
;
Immunotherapy, Adoptive/adverse effects*
;
Male
;
Single-Cell Analysis/methods*
;
Female
;
Sequence Analysis, RNA/methods*
;
Receptors, Chimeric Antigen
;
Middle Aged
8.Establishment and application of ultra-fast real-time PCR for Brucella detection
Zhen-na XU ; Zhi-peng WU ; Wei-bin HONG ; Zhi-shen GUAN ; Qi-ming LIN ; Zuan-lan MO ; Yi-fei YE ; Hai-yan XIE ; Min LI ; Yan-qiu ZHU ; Xiao-jun LI ; Xian-peng ZHANG
Chinese Journal of Zoonoses 2025;41(3):278-283
This study was aimed at establishing a method of ultra-fast quantitative PCR for Brucella detection.We used an exogenous recombinant plasmid as the internal reference and targeted the T4SS secretion system,an important Brucella viru-lence factor,to design specific primers and probes.The sensitivity,specificity,and repeatability of this method were evaluated,and a standard curve was constructed.The coincidence rate of detection findings with this method versus quantitative PCR was determined.This method markedly decreased the detection time to only 10 minutes.The standard curve demonstrated a good linear relationship(Y=-3.410 7x+38.357,R2=0.998 5)with a low minimum detection limit of 10 copies/μL.The method exhibited good specificity and did not specifically amplify several common clinical bacteria other than Brucella.The de-tection of three concentrations of positive plasmids yielded coefficients of variation(CVs)of 0.20%to 0.91%,thus demonstra-ting the method's excellent repeatability.Furthermore,140 clinical samples were analyzed concurrently with the fluorescence PCR method,which yielded a 100%compliance rate and consistent results.Our findings indicated that the Brucella ultra-fast quantitative PCR was ultrafast;had high sensitivity,high specificity,and good specificity;and can be used for the clinical de-tection of Brucella and emergency investigation of epidemics.Therefore,this method is valuable for the early diagnosis of Bru-cella.
9.Study on MGMTsiRNA combined with temozolomide enhances antitumor efficacy in drug-resistant melanoma cells
Chao-nan SHEN ; Na LI ; Tao-xuan JIANG ; Chun-sheng YANG
The Chinese Journal of Clinical Pharmacology 2025;41(1):55-59
Objective To investigate whether O6-methylguanine-DNA methyltransferase(MGMT)interference combined with temozolomide(TMZ)could enhance the therapeutic effect of temozolomide on human drug-resistant melanoma cells A375/TMZ.Methods A375/TMZ cells were randomly divided into 4 groups,control group(normal culture),MGMTsiRNA group(200 nmol·L-1 MGMTsiRNA),experimental group(1 600 μmol·L-1 TMZ)and combined group(transfection of MGMTsiRNA followed by addition of 1 600 μmol·L-1 TMZ).After 24 h of culture,the proliferation of cells in each group was analyzed by cell counting kit-8 method.Western blotting was used to detect the expression levels of poly ADP-ribose polymerase(PARP),cleaved PARP(cleaved-PARP),DNA-dependent protein kinase catalytic subunit(DNA-PKcs)and nuclear factor kappa-B(NF-κB)proteins in the cells.The expression and distribution of NF-κB proteins in the cells were detected by immunofluorescence.Results Cell inhibition rates of control,MGMTsiRNA,experimental and combined groups were 0,(3.45±1.53)%,(51.24±2.73)%and(70.69±4.48)%;the relative expression levels of PARP protein were 0.45±0.08,0.47±0.06,0.33±0.04,0.14±0.03;the relative expression levels of the cleaved-PARP protein were 0.01±0.02、0.01±0.01、0.18±0.03 and 0.36±0.04;the relative expression levels of DNA-PKcs protein were 0.09±0.03,0.07±0.02,0.32±0.02 and 0.39±0.04;the relative expression levels of NF-κB protein were 0.35±0.04,0.36±0.05,0.20±0.02 and 0.15±0.02.Compared with experimental group or control group,the differences of above indexes were all statistically significant(all P<0.05).Immunofluorescence analysis showed that the average fluorescence intensity of NF-κB in control group,MGMTsiRNA group,experimental group and combined group were(5.26±1.05)%,(7.58±1.18)%,(10.56±1.99)%and(15.47±2.61)%;and compared with the cells in control group and MGMTsiRNA group,combined group showed NF-κB was significantly increased in the nucleus of tumor cells,and the difference was statistically significant(all P<0.01).Conclusion MGMTsiRNA combined with TMZ further promotes proliferation inhibition and apoptosis of drug-resistant melanoma A375/TMZ cells by TMZ.
10.Analysis of pathogenic bacteria distribution and influencing factors of complex abdominal infection in ICU after abdominal operation
Jianhua DONG ; Yamin ZHANG ; Na SHEN ; Bin LI ; Shanshan ZHAO
Journal of Clinical Surgery 2025;33(3):310-312
Objective To explore the characteristics and influencing factors of complicated intra-abdominal infection in ICU patients after abdominal surgery.Methods A retrospective study was performed on ICU patients(n=92,observation group)developing complicated intra-abdominal infection after abdominal surgery versus patients(n=104,control group)without complicated intra-abdominal infection after abdominal surgery in our hospital from January 2020 to December 2023.The characteristics of patients who developed complicated intra-abdominal infections were analyzed and the relevant influencing factors were identified using multivariate Logistic regression analysis.Results A total of 124 strains of pathogenic bacteria were isolated and identified in 92 infected patients,with 64.52%(80/124)of Gram-negative strains comprising mainly 29.03%(36/124)of Escherichia coli,25.81%(32/124)of Gram-positive strains comprising mainly 12.90%(16/124)of Enterococcus faecalis,and 9.68%(12/124)of fungi comprising mainly 6.45%(8/124)of Candida albicans.Multivariate Logistic regression results showed that preoperative underlying disease,surgical methods,duration of surgery,invasive procedures,antibiotic use,and length of ICU stay,enteral nutrition were the influencing factors of complicated intra-abdominal infection in ICU patients after abdominal surgery(P<0.0 5).Conclusion Patients with complicated intra-abdominal infection are infected with a variety of pathogenic bacteria,predominantly Gram-negative.The patient's preoperative underlying disease,surgical approach,duration of surgery,invasive procedures,use of antibiotics,length of ICU stay,and early enteral nutrition all affect the risk of complicated intra-abdominal infection in ICU patients after abdominal surgery.

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