1.Comparison of the effects of three time series models in predicting the trend of erythrocyte blood demand
Yajuan QIU ; Jianping ZHANG ; Jia LUO ; Peilin LI ; Mengzhuo LUO ; Qiongying LI ; Ge LIU ; Qing LEI ; Kai LIAO
Chinese Journal of Blood Transfusion 2025;38(2):257-262
[Objective] To analyse and predict the tendencies of using erythrocyte blood in Changsha based on the autoregressive integrated moving average (ARIMA) model, long short-term memory (LSTM) and ARIMA-LSTM combination model, so as to provide reliable basis for designing a feasible and effective blood inventory management strategy. [Methods] The data of erythrocyte usage from hospitals in Changsha between January 2012 and December 2023 were collected, and ARIMA model, LSTM model and ARIMA-LSTM combination model were established. The actual erythrocyte consumption from January to May 2024 were used to assess and verify the prediction effect of the models. The extrapolation prediction accuracy of the models were tested using two evaluation indicators: mean absolute percentage error (MAPE) and root mean square error (RMSE), and then the prediction performance of the model was compared. [Results] The RMSE of LSTM model, optimal model ARIMA(1,1,1)(1,1,1)12 and ARIMA-LSTM combination model were respectively 5 206.66, 3 096.43 and 2 745.75, and the MAPE were 18.78%,11.54% and 9.76% respectively, which indicated that the ARIMA-LSTM combination model was more accurate than the ARIMA model and LSTM model, and the prediction results was basically consistent with the actual situation. [Conclusion] The ARIMA-LSTM model can better predict the clinical erythrocyte consumption in Changsha in the short term.
2.Efficacy of alpha-lipoic acid in patients with ischemic heart failure: a randomized, double-blind, placebo-controlled study
Hanchuan CHEN ; Qin YU ; Yamei XU ; Chen LIU ; Jing SUN ; Jingjing ZHAO ; Wenjia LI ; Kai HU ; Junbo GE ; Aijun SUN
Chinese Journal of Clinical Medicine 2025;32(4):717-719
Objective To explore the safety and effects of alpha-lipoic acid (ALA) in patients with ischemic heart failure (IHF). Methods A randomized, double-blind, placebo-controlled trial was designed (ClinicalTrial.gov registration number NCT03491969). From January 2019 to January 2023, 300 patients with IHF were enrolled in four medical centers in China, and were randomly assigned at a 1∶1 ratio to receive ALA (600 mg daily) or placebo on top of standard care for 24 months. The primary outcome was the composite outcome of hospitalization for heart failure (HF) or all-cause mortality events. The second outcome included non-fatal myocardial infarction (MI), non-fatal stroke, changes of left ventricular ejection fraction (LVEF) and 6-minute walking distance (6MWD) from baseline to 24 months after randomization. Results Finally, 138 patients of the ALA group and 139 patients of the placebo group attained the primary outcome. Hospitalization for HF or all-cause mortality events occurred in 32 patients (23.2%) of the ALA group and in 40 patients (28.8%) of the placebo group (HR=0.753, 95%CI 0.473-1.198, P=0.231; Figure 1A-1C). The absolute risk reduction (ARR) was 5.6%, the relative risk reduction (RRR) associated with ALA therapy was approximately 19.4% compared to placebo, corresponding to a number needed to treat (NNT) of 18 patients to prevent one event. In the secondary outcome analysis, the composite outcome of the major adverse cardiovascular events (MACE) including the hospitalization for HF, all-cause mortality events, non-fatal MI or non-fatal stroke occurred in 35 patients (25.4%) in the ALA group and 47 patients (33.8%) in the placebo group (HR=0.685, 95%CI 0.442-1.062, P=0.091; Figure 1D). Moreover, greater improvement in LVEF (β=3.20, 95%CI 1.14-5.23, P=0.002) and 6MWD (β=31.7, 95%CI 8.3-54.7, P=0.008) from baseline to 24 months after randomization were observed in the ALA group as compared to the placebo group. There were no differences in adverse events between the study groups. Conclusions These results show potential long-term beneficial effects of adding ALA to IHF patients. ALA could significantly improve LVEF and 6MWD compared to the placebo group in IHF patients.
3.Establishment and application of key technologies for periodontal tissue regeneration based on microenvironment and stem cell regulation.
Baojin MA ; Jianhua LI ; Yuanhua SANG ; Yang YU ; Jichuan QIU ; Jinlong SHAO ; Kai LI ; Shiyue LIU ; Mi DU ; Lingling SHANG ; Shaohua GE
Journal of Peking University(Health Sciences) 2025;57(5):841-846
The prevalence of periodontitis in China is as high as 74.2%, making it the leading cause of tooth loss in adults and severely impacting both oral and overall health. The treatment of periodontitis and periodontal tissue regeneration are global challenges of significant concern. GE Shaohua' s group at School and Hospital of Stomatology, Shandong University has focused on the key scientific issue of "remodeling the periodontal inflammatory microenvironment and optimizing tissue repair and regeneration". They have elucidated the mechanisms underlying the persistence of periodontitis, developed bioactive materials to enhance stem cell regenerative properties, and constructed a series of guided tissue regeneration barrier membranes to promote periodontal tissue repair, leading to the establishment of a comprehensive technology system for the treatment of periodontitis. Specific achievements and progress include: (1) Elucidating the mechanism by which key periodontal pathogens evade antimicrobial autophagy, leading to inflammatory damage; developing intelligent antimicrobial hydrogels and nanosystems, and creating metal-polyphenol network microsphere capsules to reshape the periodontal inflammatory microenvironment; (2) Explaining the mechanisms by which nanomaterial structures and electroactive interfaces regulate stem cell behavior, developing optimized nanostructures and electroactive biomaterials, thereby effectively enhancing the regenerative repair capabilities of stem cells; (3) Creating a series of biphasic heterogeneous barrier membranes, refining guided tissue regeneration and in situ tissue engineering techniques, stimulating the body' s intrinsic repair potential, and synergistically promoting the structural regeneration and functional reconstruction of periodontal tissues. The research outcomes of the group have innovated the fundamental theories of periodontal tissue regeneration, broken through foreign technological barriers and patent blockades, established a cascade repair strategy for periodontal regeneration, and enhanced China' s core competitiveness in the field of periodontal tissue regeneration.
Humans
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Stem Cells/physiology*
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Periodontitis/therapy*
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Guided Tissue Regeneration, Periodontal/methods*
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Regeneration
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Biocompatible Materials
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Tissue Engineering/methods*
4.Natural killer cell-derived granzyme B as a therapeutic target for alleviating graft injury during liver transplantation.
Kai WANG ; Zhoucheng WANG ; Xin SHAO ; Lijun MENG ; Chuanjun LIU ; Nasha QIU ; Wenwen GE ; Yutong CHEN ; Xiao TANG ; Xiaodong WANG ; Zhengxing LIAN ; Ruhong ZHOU ; Shusen ZHENG ; Xiaohui FAN ; Xiao XU
Acta Pharmaceutica Sinica B 2025;15(10):5277-5293
Liver transplantation (LT) has become a standard treatment for end-stage liver diseases, and graft injury is intricately associated with poor prognosis. Granzyme B (GZMB) plays a vital role in natural killer (NK) cell biology, but whether NK-derived GZMB affects graft injury remains elusive. Through the analysis of single-cell RNA-sequencing data obtained from human LT grafts and the isolation of lymphocytes from mouse livers following ischemia-reperfusion injury (IRI), we demonstrated that 2NK cells with high expression of GZMB are enriched in patients and mice. Both systemically and liver-targeted depletion of NK cells led to a notable reduction in GZMB+ cell infiltration, subsequently resulting in diminished graft injury. Notably, the reconstitution of Il2rg -/- Rag2 -/- mice with purified Gzmb-KO NK cells demonstrated superior outcomes compared to those with wild-type NK cells. Crucially, global knockout of GZMB and pharmacological inhibition exhibited remarkable improvements in liver function in both mouse IRI and rat LT models. Moreover, a phosphorylated derivative of FDA-approved vidarabine was identified as an effective inhibitor of mouse GZMB activity by molecular dynamics, which could provide a potential avenue for therapeutic intervention. Therefore, targeting NK cell-derived GZMB during the LT process suggests potential therapeutic strategies to improve post-transplant outcomes.
5.Regulation of exosomal miR-146a-5p expression on gray matter volume changes in patients with major depressive disorder
Jie SU ; Sha LIU ; Changzhou SHI ; Xuanxuan ZHANG ; Qingtong ZHENG ; Bo LI ; Yanjia DENG ; Xingtian WANG ; Ge WEN ; Kai LIU
Journal of Practical Radiology 2024;40(6):861-865
Objective To investigate the effect of exosomal miR-146a-5p expression on gray matter volume in patients with major depressive disorder(MDD).Methods A total of 113 MDD patients(MDD group)and 107 healthy controls(HC)(HC group)were selected.Peripheral blood was collected and exosomes were isolated to quantify miR-146a-5p expression.Brain high-resolution T1 WI images of MDD and HC were obtained via MR,and gray matter volume was computed via SPM12 software.The interaction effect of"Depression×miR-146a-5p expression"on gray matter volume was analyzed using SPM's Flexible factorial design,and the between-group difference was assessed by extracting the mean value,thus to analyze whether MDD-related gray matter volume abnormalities were dependent on miR-146a-5p expression.Results Exosomal miR-146a-5p expression was significantly elevated in MDD group compared to HC group.Voxel-based factorial analysis revealed a relationship between high miR-146a-5p expression in MDD group and reduced gray matter volume in the anterior and posterior cingulate cortices(independent voxel threshold P<0.001,AlphaSim corrected),and a significantly reduced gray matter volume as compared with HC group was detected in the two regions.Conclusion The exosomal miR-146a-5p is overexpressed in patients with MDD and may be associated with specific cortical atrophy in patients with MDD.
6.Effectiveness and safety of the domestic upper gastrointestinal endoscopic ultrasound: a randomized open label non-inferiority controlled clinical trial
Nan GE ; Xin YANG ; Kai ZHANG ; Jinlong HU ; Sheng WANG ; Jintao GUO ; Xiang LIU ; Guoxin WANG ; Yunliang CHEN ; Siyu SUN
Chinese Journal of Digestive Endoscopy 2024;41(5):351-358
Objective:To investigate the effectiveness and safety of domestic upper gastrointestinal endoscopic ultrasound (EUS).Methods:A total of 160 patients undergoing EUS at Shengjing Hospital of China Medical University (Center1) and Shenzhen People's Hospital (Center 2) from March to July 2021 were randomly selected by stratified blocked randomization, and were treated with SonoScape EG-UG5T (the test group) or Fujifilm EG-580UT (the control group). The primary outcome was the ultrasound image quality excellence rate, and the comparison was verified by non-inferiority. The secondary outcomes were the endoscopic image quality excellence rate, the operational performance excellence rate, and the system stability evaluation. The safety evaluation was based on the occurrence of intraoperative and postoperative adverse events in the subjects.Results:In the intention-to-treat analysis set (ITT), the excellence rate of ultrasound image quality in the test group and the control group was 100.0% (78/78) and 100.0% (77/77), respectively. The rate difference between the two groups was 0.0% (95% CI: -4.7%-4.8%). In the per protocol analysis set (PPS), the excellence rate of ultrasound image quality in the test group and the control group was 100.0% (78/78) and 100.0% (75/75), respectively. The rate difference between the two groups was 0.0% (95% CI: -4.7%-4.9%). The lower limit of the confidence interval of ultrasound image quality excellence rate of both data sets was greater than the non-inferiority threshold value of -8%, which inferred that the non-inferiority hypothesis of the test machine non-inferior to the control machine was valid. The endoscopic image quality excellence rate and the operational performance excellence rate of the test group and the control group was 100.0% in both the ITT and PPS analyses, and there was no statistically significant difference between the two groups ( P=1.000). The system instability event rate was 0.0% (0/78) in the test group and 3.9% (3/77) in the control group ( P=0.120). No adverse event occurred in either group. Conclusion:The domestic upper gastrointestinal endoscopic ultrasound is standard-compliant for clinical application under normal conditions in terms of effectiveness, safety, and stability.
7.Prediction of Wind Turbine Lubricating Oil's Acid Value by Ordinary Least Square Method Based on Attenuated Total Reflectance-Fourier Transform Infrared Spectroscopy Through Higher-Order Derivative Combined with Angular Metric
Chun-Hui GE ; Yan-Jun LIU ; Meng-Shi CHEN ; Ce YANG ; Pei-Pei LIANG ; Zhi-Xiang YAO ; Kai ZHANG
Chinese Journal of Analytical Chemistry 2024;52(9):1254-1265,中插1-中插4
To address the key challenges in multivariate statistical modeling,a higher-order derivative approach combined with vector space angle multiplicative error correction was proposed for establishing an acid value prediction ordinary least squares(OLS)regression model based on attenuated total reflectance-Fourier transform infrared(ATR-FTIR)spectroscopy.By using acid values measured by potentiometric titration as reference,ATR-FTIR spectroscopy was utilized for direct calibration and prediction of acid values on 96 kinds of lubricating oil samples from a wind turbine.Firstly,the simulated hyperbolic(SH)method was employed to obtain accurate fourth derivative spectrum,resolving overlapping bands and enhancing spectral selectivity.Then,from the calibration set(48 samples),informative spectral regions were identified based on correlation coefficients.Next,the sample with the highest acid value was selected as the reference and1/(1+tan(θ/2))was used as the metric relation of the spectrum to suppress the multiplicity error caused by factors such as the change of effective optical path in ATR-FTIR spectroscopy.After pretreatment of the spectrum by the method of fourth-order derivative combined with angular quantity,the number of variables decreased from 1737 to 8,and the matrix condition number decreased from 1.85×1015 to 56.34,which effectively eliminated the collinearity issue for OLS regression.Direct OLS modeling on spectral preprocessed data achieved a determination coefficient of 0.981 for 47 validation samples,with a relative error range of-8.38%-8.22%,outperforming the commonly used partial least squares(PLS)method(Determination coefficient of 0.865,relative error of-27.82%-22.38%).It was proved that effective data preprocessing significantly improved the prediction accuracy of the model.Furthermore,when the number of calibration set was compressed to 25 and the number of validation set was expanded to 70,the model retained 8 variables with a condition number of 42.60,the determination coefficient of validation set was 0.972,and the relative error ranged from-10.80%to 12.31%.Comparing with the PLS method(Determination coefficient of 0.724,relative error of-34.26%-53.84%),the improvement was more obvious,which showed that the method could still have high prediction accuracy even with fewer modeling samples as well as robustness against multiplicative error interference.
8.Chemical constituents from the branches and leaves of Toona ciliata var pubescens and their antitumor activities
Ge-Zhou LIU ; Wei-Dong PAN ; Jin-Yu LI ; Hua-Yong LOU ; Han-Fei LIU ; Kai-Qin LIN
Chinese Traditional Patent Medicine 2024;46(11):3676-3682
AIM To study the chemical constituents from the branches and leaves of Toona ciliata Roem.var.pubescens(Franch.)Hand-Mazz.and their antitumor activities.METHODS The compounds were isolated and purified by silica gel,RP-18 reverse phase silica gel and semi-preparative HPLC,the structures of compounds were identified by physicochemical properties and spectral data.The antitumor activities were determined by MTT method.RESULTS Fifteen compounds were isolated and identified as toonaolide D(1),toonaciliatin E(2),bourjotinolone A(3),(21R,23R)-epoxy-21α-ethoxy-24S,25-dihydroxyapotirucalla-7-en-3-one(4),(Z)-toonasterone C(5),(E)-toonasterone(6),3-epi-dyscusin C(7),(Z)-aglawone(8),(E)-volkendousin(9),8(14),15-isopimaradiene-2α,3α,19-triol(10),(-)-loliolide(11),cyclohexenone(12),pubinernoid A(13),quercetin-3-O-(4″-methoxy)-α-L-rahmnopyranosyl(14),5-hydroxymethyl-2-furancarboxaldehyde(15).The IC50 values of compounds 3 and 4 on K562 cells were 54.2 and 47.3 μmol/L,respectively,and the IC50 values on HEL cells were 47.3 and 61.1 μmol/L,respectively.CONCLUTION Compounds 4,7,10 and 11 are isolated from Toona genus for the first time,and compounds 2,15 are first isolated from this plant.Compounds 3 and 4 show weak antitumor activities.
9.Single-dose AAV-based vaccine induces a high level of neutralizing antibodies against SARS-CoV-2 in rhesus macaques.
Dali TONG ; Mei ZHANG ; Yunru YANG ; Han XIA ; Haiyang TONG ; Huajun ZHANG ; Weihong ZENG ; Muziying LIU ; Yan WU ; Huan MA ; Xue HU ; Weiyong LIU ; Yuan CAI ; Yanfeng YAO ; Yichuan YAO ; Kunpeng LIU ; Shifang SHAN ; Yajuan LI ; Ge GAO ; Weiwei GUO ; Yun PENG ; Shaohong CHEN ; Juhong RAO ; Jiaxuan ZHAO ; Juan MIN ; Qingjun ZHU ; Yanmin ZHENG ; Lianxin LIU ; Chao SHAN ; Kai ZHONG ; Zilong QIU ; Tengchuan JIN ; Sandra CHIU ; Zhiming YUAN ; Tian XUE
Protein & Cell 2023;14(1):69-73
10.Lack of CFAP54 causes primary ciliary dyskinesia in a mouse model and human patients.
Xinyue ZHAO ; Haijun GE ; Wenshuai XU ; Chongsheng CHENG ; Wangji ZHOU ; Yan XU ; Junping FAN ; Yaping LIU ; Xinlun TIAN ; Kai-Feng XU ; Xue ZHANG
Frontiers of Medicine 2023;17(6):1236-1249
Primary ciliary dyskinesia (PCD) is a highly heterogeneous recessive inherited disorder. FAP54, the homolog of CFAP54 in Chlamydomonas reinhardtii, was previously demonstrated as the C1d projection of the central microtubule apparatus of flagella. A Cfap54 knockout mouse model was then reported to have PCD-relevant phenotypes. Through whole-exome sequencing, compound heterozygous variants c.2649_2657delinC (p. E883Dfs*47) and c.7312_7313insCGCAGGCTGAATTCTTGG (p. T2438delinsTQAEFLA) in a new suspected PCD-relevant gene, CFAP54, were identified in an individual with PCD. Two missense variants, c.4112A>C (p. E1371A) and c.6559C>T (p. P2187S), in CFAP54 were detected in another unrelated patient. In this study, a minigene assay was conducted on the frameshift mutation showing a reduction in mRNA expression. In addition, a CFAP54 in-frame variant knock-in mouse model was established, which recapitulated the typical symptoms of PCD, including hydrocephalus, infertility, and mucus accumulation in nasal sinuses. Correspondingly, two missense variants were deleterious, with a dramatic reduction in mRNA abundance from bronchial tissue and sperm. The identification of PCD-causing variants of CFAP54 in two unrelated patients with PCD for the first time provides strong supportive evidence that CFAP54 is a new PCD-causing gene. This study further helps expand the disease-associated gene spectrum and improve genetic testing for PCD diagnosis in the future.
Mice
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Animals
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Humans
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Male
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Kartagener Syndrome/metabolism*
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Cilia/metabolism*
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Semen
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Genetic Testing
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RNA, Messenger
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Mutation

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