2.DeepGCGR: an interpretable two-layer deep learning model for the discovery of GCGR-activating compounds.
Xinyu TANG ; Hongguo CHEN ; Guiyang ZHANG ; Huan LI ; Danni ZHAO ; Zenghao BI ; Peng WANG ; Jingwei ZHOU ; Shilin CHEN ; Zhaotong CONG ; Wei CHEN
Chinese Journal of Natural Medicines (English Ed.) 2025;23(11):1301-1309
The glucagon receptor (GCGR) is a critical target for the treatment of metabolic disorders such as Type 2 Diabetes Mellitus (T2DM) and obesity. Activation of GCGR enhances systemic insulin sensitivity through paracrine stimulation of insulin secretion, presenting a promising avenue for treatment. However, the discovery of effective GCGR agonists remains a challenging and resource-intensive process, often requiring time-consuming wet-lab experiments to synthesize and screen potential compounds. Recent advances in artificial intelligence technologies have demonstrated great potential in accelerating drug discovery by streamlining screening and efficiently predicting bioactivity. In the present work, we propose DeepGCGR, a two-layer deep learning model that leverages graph convolutional networks (GCN) integrated with a multiple attention mechanism to expedite the identification of GCGR agonists. In the first layer, the model predicts the bioactivity of various compounds against GCGR, efficiently filtering large chemical libraries to identify promising candidates. In the second layer, DeepGCGR classifies high bioactive compounds based on their functional effects on GCGR signaling, identifying those with potential agonistic or antagonistic effects. Moreover, DeepGCGR was specifically applied to identify novel GCGR-regulating compounds for the treatment of T2DM from natural products derived from traditional Chinese medicine (TCM). The proposed method will not only offer an effective strategy for discovering GCGR-targeting compounds with functional activation properties but also provide new insights into the development of T2DM therapeutics.
Deep Learning
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Drug Discovery/methods*
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Humans
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Diabetes Mellitus, Type 2/metabolism*
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Medicine, Chinese Traditional
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Drugs, Chinese Herbal/pharmacology*
3.Iron and siRNA co-encapsulated ferritin nanocages induce ferroptosis synergistically for cancer therapy.
Danni LIU ; Yaoqi WANG ; Qi SUN ; Dong MEI ; Xiaoling WANG ; Yan SU ; Jie ZHANG ; Ran HUO ; Yang TIAN ; Siyu LIU ; Shuang ZHANG ; Chunying CUI
Acta Pharmaceutica Sinica B 2025;15(1):526-541
Ferroptosis has received great attention as an iron-dependent programmed cell death for efficient cancer therapy. However, with the accumulation of iron in tumor cells, the antioxidant system is activated by reducing glutathione (GSH) with glutathione peroxidase 4 (GPX4), which critically limits the ferroptosis therapeutic effect. Herein, an iron and GPX4 silencing siRNA (siGPX4) co-encapsulated ferritin nanocage (HFn@Fe/siGPX4) was developed to enhance ferroptosis by disruption of redox homeostasis and inhibition of antioxidant enzyme synergistically. The siGPX4 were loaded into the nanocages by pre-incubated with iron, which could significantly improve the loading efficiency of the gene drugs when compared with the reported gene drug loading strategy by ferritin nanocages. And more iron was overloaded into the ferritin through the diffusion method. When HFn@Fe/siGPX4 was taken up by human breast cancer cell MCF-7 in a TfR1-mediated pathway, the excess iron ions in the drug delivery system could for one thing induce ferroptosis by the production of reactive oxygen species (ROS), for another promote siGPX4 escaping from the lysosome to exert gene silencing effect more effectively. Both the in vitro and in vivo results demonstrated that HFn@Fe/siGPX4 could significantly inhibit tumor growth by synergistical ferroptosis. Thus, the developed HFn@Fe/siGPX4 afforded a combined ferroptosis strategy for ferroptosis-based antitumor as well as a novel and efficient gene drug delivery system.
4.Influence of mindful attention awareness on sleep quality in soldiers:Mediating effect of occupational stress
Lei SHI ; Shen XIN ; Qin SUN ; Danni LI ; Pengyan SONG ; Ye TIAN ; Yuan WANG
Journal of Navy Medicine 2025;46(5):435-439
Objective To investigate the relationship of mindful attention awareness with sleep quality and occupational stress of soldiers.Methods A questionnaire survey was conducted on 1 100 soldiers by using the mindful attention awareness scale(MAAS),occupational stress scale(OSS),and Pittsburgh sleep quality index(PSQI).Results The PSQI of the soldiers was negatively correlated with mindful attention awareness(r=-0.446,P<0.01),and positively correlated with occupational stress(r=0.569,P<0.01).Mindful attention awareness and occupational stress were effective predictors for sleep quality,accounting for 34.7%of variance.And the mediating effect of occupational stress between mindful attention awareness and sleep quality accounted for 58.86%.Conclusion The mindful attention awareness in soldiers can not only directly affect the sleep quality,but also indirectly affect the sleep quality through their occupational stress.
5.WANG Xiuxia's Clinical Experience in Treating Hyperprolactinemia with Liver Soothing Therapy
Yu WANG ; Danni DING ; Yuehui ZHANG ; Songli HAO ; Meiyu YAO ; Ying GUO ; Yang FU ; Ying SHEN ; Jia LI ; Fangyuan LIU ; Fengjuan HAN
Journal of Traditional Chinese Medicine 2025;66(14):1428-1432
This paper summarizes Professor WANG Xiuxia's clinical experience in treating hyperprolactinemia using the liver soothing therapy. Professor WANG identifies liver qi stagnation and rebellious chong qi (冲气) as the core pathomechanisms of hyperprolactinemia. Furthermore, liver qi stagnation may transform into fire or lead to pathological changes such as spleen deficiency with phlegm obstruction or kidney deficiency with essence depletion. The treatment strategy centers on soothing the liver, with a modified version of Qinggan Jieyu Decoction (清肝解郁汤) as the base formula. Depending on different syndrome patterns such as liver stagnation transforming into fire, liver stagnation with spleen deficiency, or liver stagnation with kidney deficiency, heat clearing, spleen strengthening, or kidney tonifying herbs are added accordingly. In addition, three paired herb combinations are commonly used for symptom specific treatment, Danggui (Angelica sinensis) with Chuanxiong (Ligusticum chuanxiong), Zelan (Lycopus lucidus) with Yimucao (Leonurus japonicus) , and Jiegeng (Platycodon grandiflorus) with Zisu (Perilla frutescens).
6.Effects of long working hours and shift work on the mental health of community medical workers
Xiaodan YANG ; Danni LI ; Jicui CHEN ; Jiayi WANG ; Zou CHEN
China Occupational Medicine 2025;52(3):282-287
Objective To explore the association of working hours and shift work with occupational stress, fatigue accumulation, and depressive symptoms among primary community medical workers. Methods A total of 516 medical workers from five community medical service centers in Pudong New Area, Shanghai City, were selected as the research subjects using the convenience sampling method. The Core Scale of Occupational Stress Measurement, the Workers' Fatigue Accumulation Self-diagnosis Questionnaire, and the Patient Health Questionnaire were used to assess research subjects' occupational stress, fatigue accumulation, and depressive symptoms, respectively. Results Long working hours (>40 hours/week) were reported by 50.4% of workers among the research subjects, while shift works were reported by 16.9% of the workers. The detection rates of occupational stress, fatigue accumulation, and depressive symptoms were 26.6%, 41.7%, and 30.8%, respectively. Multivariate logistic regression analysis result revealed that, after adjusting for confounders such as age, sex, and education level, longer working hours were associated with higher risks of occupational stress, fatigue accumulation, and depressive symptoms (all P<0.05). Shift workers in community medical centers had higher risks of occupational stress, fatigue accumulation, and depressive symptoms compared with non-shift workers (all P<0.05). Conclusion Long working hours and shift work could increase the risks of occupational stress, fatigue accumulation, and depressive symptoms among community medical workers.
7.Hemodynamic effects of nalbuphine combined with etomidate or propofol for painless colonoscopy in elderly hypertensive patients
Danni LI ; Wei CHENG ; Lei WANG ; Pengfei GAO ; Yu CHEN
Chinese Journal of Clinical Medicine 2025;32(5):835-840
Objective To compare the effects of nalbuphine combined with etomidate and nalbuphine combined with propofol in painless colonoscopy for elderly patients with hypertension. Methods Elderly patients with hypertension who underwent painless colonoscopy in the Department of Anesthesiology of Affiliated Huaian No.1 People’s Hospital of Nanjing Medical University from August 2022 to February 2023 were selected and randomly divided into three groups: nalbuphine combined with etomidate group (E group), nalbuphine combined with propofol group (P group), and the nalbuphine combined with etomidate and propofol group (EP group). The primary endpoint was the incidence of hypotension during anesthesia. Secondary endpoints included mean arterial pressure (MAP), systolic blood pressure (SBP), diastolic blood pressure (DBP), and heart rate (HR) at five time points: before anesthesia (T0), before colonoscopy (T1), 5 minutes after colonoscopy (T2), at the end of the examination (T3), upon leaving the post-anesthesia care unit (PACU, T4). Additionally, examination time, awakening time, Ramsay score, and adverse reactions were compared among the three groups. Results A total of 180 patients were included in the analysis, with 60 cases in each group. The incidence of hypotension was 11.7%, 55.0%, and 33.3% in the E group, P group, and EP group, respectively. The incidence of hypotension in the E group was lower than that in the P and EP groups (P<0.05). At T1, T2, T3, and T4, MAP, SBP, and DBP in the E group were significantly higher than those in the P and EP groups (P<0.05). There were no statistically significant differences among the three groups in awakening time, Ramsay score, or incidence of adverse reactions. Conclusions Compared with nalbuphine combined with propofol, nalbuphine combined with etomidate for painless colonoscopy in elderly patients with hypertension resulted in a lower incidence of hypotension, less impact on hemodynamics, and higher safety.
8.Evaluation of Risk Factors of Venous Thromboembolism in Patients Undergo-ing Gynecological Surgery and Establishment of a Modified Score Model
Xiaopeng ZHAO ; Danni LI ; Jun BAI ; Junyao CHEN ; Xinling TAN ; Hongli ZHU ; Lixiu LIU ; Nan LI ; Xiaoning LI ; Haijing WANG
Journal of Practical Obstetrics and Gynecology 2024;40(1):64-68
Objective:To study the risk factors of venous thromboembolism(VTE)and the predictive value of the improved VTE score model to identify the risk of VTE in gynecological surgery patients.Methods:From Janu-ary 1,2020 to December 31,2022,41 patients with VTE after gynecological surgery were selected as the VTE group,and a total of 164 patients with adjacent gynecological surgeries during the same period were selected as the non-VTE group with a ratio of 1 :4.Univariate and multivariate Logistic regression analysis were used to ana-lyze the risk factors of VTE after gynecological surgery,and a modified VTE risk factor rapid assessment model(referred to as the improved VTE score model)was constructed.The receiver operating characteristic(ROC)curve was used to study the predictive value for VTE for in gynecological surgery,and compared with the Caprini score model(Caprini table for short).Results:①Multivatiate Logistic regression analysis showed that there were independent risk factors for postoperative VTE in gynecology surgery(OR>1,P<0.05),including age≥60 years,BMI≥28 kg/m2,malignant tumors,surgery time>3 hours,history of thrombosis,and the increased D-di-mer difference before and after surgery.②The Area under Curve(AUC)of ROC was 0.963 in the improved VTE score model with a Youden index 81.10%,sensitivity 87.80%and specificity 93.29%.The AUC of the Caprini score model was 0.888 with Youden index 63.41%,sensitivity 73.17%and specificity 90.24%.The improved VTE score model the Caprini score model identified 92.68%and 85.37%of VTE patients as high-risk or ex-tremely high-risk,respectively,but the difference was not statistically significant(P<0.05).Conclusions:More attention should be paid to the six independent risk factors for postoperative VTE in gynecology surgery.The two score models showed a similar identified level.However,the improved VTE score model is more simple and easier to operate,has better practicality,and has certain clinical promotion value.
9.Electroacupuncture reduces inflammatory factor expression by suppressing Toll-like receptor 4/nuclear factor-kappa B signaling in rats with cerebral ischemia-reperfusion injury
Fu LUO ; Xiangzhong SHU ; Danni LIU ; Jinqu TAN ; Ting PENG ; Xiarong HUANG ; Guanghua SUN ; Xinke PENG ; Jinling WANG ; Jun ZHOU
Chinese Journal of Tissue Engineering Research 2024;28(14):2186-2190
BACKGROUND:Inflammation is one of the important factors that induce cerebral ischemia-reperfusion injury.Studies have shown that electroacupuncture can effectively reduce inflammation after ischemic stroke and improve the symptoms of neurological deficits,but the mechanism is not clear. OBJECTIVE:To observe the effect of electroacupuncture on Toll-like receptor 4/nuclear factor-κB in rats with cerebral ischemia-reperfusion injury. METHODS:Forty-eight male Sprague-Dawley rats were randomly divided into sham operation group,model group and electroacupuncture group,with 16 rats in each group.The rat model of cerebral ischemia-reperfusion injury was prepared by middle cerebral artery occlusion.At 24 hours after modeling,the rats in the electroacupuncture group were treated with electroacupuncture,once a day,20 minutes each time,for a total of 5 days.The sham operation group and the model group did not do any intervention.After 5 days of intervention,Longa method was used to evaluate the degree of neurological injury in rats.Triphenyl tetrazolium chloride staining and hematoxylin-eosin staining were used to measure the volume of cerebral infarction and the pathological changes of brain tissue in rats.Serum interleukin-6,interleukin-18 and tumor necrosis factor-α were detected by ELISA.Expressions of Toll-like receptor 4 and nuclear factor-κB in the cerebral cortex at mRNA and protein levels were detected by fluorescence quantitative PCR and western blot,respectively. RESULTS AND CONCLUSION:Compared with the sham operation group,the neurological function scores,serum interleukin-6,interleukin-18,and tumor necrosis factor-α levels,Toll-like receptor 4 and nuclear factor-κB mRNA and protein expression levels were significantly higher in the model group(P<0.01).Compared with the model group,electroacupuncture significantly reduced the neurological function scores,serum interleukin-6,interleukin-18,and tumor necrosis factor-α levels,Toll-like receptor 4 and nuclear factor-κB mRNA and protein expression levels(P<0.05,P<0.01).Compared with the sham operation group,the volume of cerebral infarction in the model group increased significantly(P<0.01).Compared with the model group,the volume of cerebral infarction in the electroacupuncture group decreased(P<0.05).In the model group,the arrangement of neurons was disordered,some nerve cells disappeared,nuclei presented with pyknosis and incomplete structure.After electroacupuncture intervention,the degree of neuronal degeneration and neuronal loss in the cerebral cortex of rats were reduced compared with those in the model group.To conclude,electroacupuncture can significantly improve the neurobehavior of rats with cerebral ischemia-reperfusion injury,reduce brain tissue injury,and effectively reduce the level of serum inflammatory factors.The mechanism may be related to the inhibition of Toll-like receptor 4/nuclear factor-κB signaling pathway.
10.CT findings and clinical features of checkpoint inhibitor-related pneumonitis
Ying LI ; Xiaofei WANG ; Shengwei LU ; Danni DONG ; Jingfeng ZHANG ; Jianjun ZHENG
China Modern Doctor 2024;62(29):37-40
Objective To explore the CT manifestations and clinical features of checkpoint inhibitor-related pneumonitis(CIP).Methods Chest CT images and clinical data of 34 patients with CIP in Ningbo No.2 Hospitael were collected to retrospectively analysis.According to the site of tumor occurrence,22 patients were divided into lung cancer group and 12 patients in other malignant tumor group,and the differences in CT manifestations between two groups were compared.Results Cough(70.59%)and dyspnea(52.94%)were the common clinical symptoms.CIP occurred earlier and over a greater time span in lung cancer group 114.5(41.50,281.50)d than in other maligment tumor group 144(55.75,226.25)d.Eosinophil count was significantly higher only in other maligment tumor group(P=0.009).After hormonal therapy 18 patients improved,8 were stable and 8 progressed or even died.CT signs were prevalent in ground glass shadow(70.59%)and solid shadow(76.47%),and the imaging pattern was dominated by organic pneumonia pattern(47.6%),which was not related to type of primary tumor,and some of them could show nodular granulomatous reaction.Compared to lung cancer group,the other maligment tumor group was more likely to exhibit symmetrical infiltration(58.33%)distribution.Conclusion The clinical features of CIP are nonspecific,compared with other patients with primary malignancies,lung cancer patients are more likely to develop CIP,which is difficult to relieve after treatment,and are easy to develop severe disease.

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