1.Comparison of multiple machine learning models for predicting the survival of recipients after lung transplantation
Lingzhi SHI ; Yaling LIU ; Haoji YAN ; Zengwei YU ; Senlin HOU ; Mingzhao LIU ; Hang YANG ; Bo WU ; Dong TIAN ; Jingyu CHEN
Organ Transplantation 2025;16(2):264-271
Objective To compare the performance and efficacy of prognostic models constructed by different machine learning algorithms in predicting the survival period of lung transplantation (LTx) recipients. Methods Data from 483 recipients who underwent LTx were retrospectively collected. All recipients were divided into a training set and a validation set at a ratio of 7:3. The 24 collected variables were screened based on variable importance (VIMP). Prognostic models were constructed using random survival forest (RSF) and extreme gradient boosting tree (XGBoost). The performance of the models was evaluated using the integrated area under the curve (iAUC) and time-dependent area under the curve (tAUC). Results There were no significant statistical differences in the variables between the training set and the validation set. The top 15 variables ranked by VIMP were used for modeling and the length of stay in the intensive care unit (ICU) was determined as the most important factor. Compared with the XGBoost model, the RSF model demonstrated better performance in predicting the survival period of recipients (iAUC 0.773 vs. 0.723). The RSF model also showed better performance in predicting the 6-month survival period (tAUC 6 months 0.884 vs. 0.809, P = 0.009) and 1-year survival period (tAUC 1 year 0.896 vs. 0.825, P = 0.013) of recipients. Based on the prediction cut-off values of the two algorithms, LTx recipients were divided into high-risk and low-risk groups. The survival analysis results of both models showed that the survival rate of recipients in the high-risk group was significantly lower than that in the low-risk group (P<0.001). Conclusions Compared with XGBoost, the machine learning prognostic model developed based on the RSF algorithm may preferably predict the survival period of LTx recipients.
2.Annual review of clinical research on lung transplantation of China in 2024
Xiaohan JIN ; Yixin SUN ; Jier MA ; Zengwei YU ; Yaling LIU ; Senlin HOU ; Xiangyun ZHENG ; Haoji YAN ; Dong TIAN
Organ Transplantation 2025;16(3):379-385
Lung transplantation is currently the only recognized effective treatment for end-stage lung disease and has improved the quality of life for patients. However, lung transplantation still faces many challenges, including rejection, infection, post-transplant acute kidney injury, post-transplant diabetes mellitus, ischemia-reperfusion injury and donor shortage, etc. Chinese lung transplantation scholars made a series of important progress in the field of clinical research in 2024, focusing on the study and solution of the above problems, and providing new ideas for lung transplantation surgery. This article systematically reviews the clinical research and technological innovation in the field of lung transplantation in 2024, summarizes the achievements of clinical research in the field of lung transplantation in China in 2024, and aims to providing new directions and strategies for future research.
3.Annual review of basic research on lung transplantation of China in 2024
Jier MA ; Junmin ZHU ; Lan ZHANG ; Xiaohan JIN ; Xiangyun ZHENG ; Senlin HOU ; Zengwei YU ; Yaling LIU ; Haoji YAN ; Dong TIAN
Organ Transplantation 2025;16(3):386-393
Lung transplantation is the optimal treatment for end-stage lung diseases and can significantly improve prognosis of the patients. However, postoperative complications such as infection, rejection, ischemia-reperfusion injury, and other challenges (like shortage of donor lungs) , limit the practical application of lung transplantation in clinical practice. Chinese research teams have been making continuous efforts and have achieved breakthroughs in basic research on lung transplantation by integrating emerging technologies and cutting-edge achievements from interdisciplinary fields, which has strongly propelled the development of this field. This article will comprehensively review the academic progress made by Chinese research teams in the field of lung transplantation in 2024, with a focus on the achievements of Chinese teams in basic research on lung transplantation. It aims to provide innovative ideas and strategies for key issues in the basic field of lung transplantation and to help China's lung transplantation cause reach a higher level.
4.Quality comparability analysis on production site change of human coagulation factor Ⅷ
Tianli TIAN ; Hanyu WANG ; Yiyun MA ; Wei XUE ; Shengchao ZHANG ; Yaoyin ZHANG ; Shunbo ZHOU ; Lin-Gling ZOU ; Chuan CHEN ; Yaling DING
Chinese Journal of Blood Transfusion 2024;37(10):1152-1157,1200
Objective To study the quality comparability of human coagulation factor Ⅷ(FⅧ)produced before and after the change of factory site.Methods A comparative study was carried out on quality quantitative indexes,related im-purities and stability data of FⅧ produced before and after the change of factory site.Results The FⅧ quantitative quality before and after the change of factory site all met the quality standard,and the related impurities including aluminum resi-due,tributyl phosphate residue,polysorbate 80 residue and PEG residue all met the quality standard.Other impurities in-cluding human fibrinogen,fibronectin,plasminogen,IgA,IgM and IgG were extremely low in content and equivalent in quality.The content of VWF(von Willebrand factor)had no obvious change before and after the change of factory site,but was significantly higher than that of other domestic manufacturers'commercial products.The results of accelerated stability and long-term stability tests showed that the titer of FⅧ fluctuated within the methodological error range,and the results all met the quality standard.Conclusion The change of factory site of FⅧ has no effect on the quality.
5.Establishment and evaluation of a RAA-CRISPR-Cas13a method for detecting KPC carbapenemase genes
Yaling CAO ; Yuan TIAN ; Zihao FAN ; Ling XU ; Yao GAO ; Xiangying ZHANG ; Feng REN
Chinese Journal of Laboratory Medicine 2024;47(2):159-164
Objective:To establish a rapid and accurate method for the detection of Klebsiella pneumoniae carbapenemase (KPC) carbapenemase gene based on recombinase aided amplification (RAA)-CRISPR-Cas13a (CRISPR-Cas13a) technology. Methods:Twenty-five clinical isolates of carbapenem-resistant Klebsiella pneumoniae (CRKP) and five carbapenem-sensitive Klebsiella pneumoniae (CSKP) strains preserved in 2020-2021 in Beijing Chuiyangliu Hospital were randomly collected, and the total DNA samples of the strains was extracted. RAA primers specific for KPC DNA and CRISPR RNA (crRNA) were designed to establish a rapid and accurate method for the detection of KPC carbapenemase gene based on RAA-CRISPR-Cas13a technology. The method was evaluated by plasmids and clinical sample strains, and the detection was also performed by Quantitative real-time PCR (qPCR) method to compare the detection rate and consistency of the two methods. Results:The RAA-CRISPR-Cas13a method can detect KPC plasmids and samples with a sensitivity of 1 copy/μl, which is higher than that of qPCR (10 1 copies/μl). Among the 30 clinical strains (including 25 CRKP strains and 5 CSKP strains), 23 strains were detected to carry KPC gene by both RAA-CRISPR-Cas13a method and qPCR method, and 7 strains were not detected with KPC gene. The detection rate of KPC gene in the 25 CRKP strains was 92% (23/25). The positive coincidence rate of the two methods was 100% (23/23). Conclusions:This study combined RAA amplification technology with CRISPR-Cas13a technology to establish a rapid and accurate method for detecting KPC carbapenemase gene. The method is useful for accurate screening of KPC carbapenemase-producing strains. It has a wide application prospect in drug resistance monitoring and infection control.
6.Application of problem-based learning combined with scenario simulation in nursing teaching of needlestick injuries
Liangliang QU ; Jianlei LIU ; Yaling CUI ; Jiayu TIAN ; Hongyu YU
Chinese Journal of Medical Education Research 2024;23(6):830-834
Objective:To investigate the application effect of problem-based learning (PBL) combined with scenario simulation in nursing teaching of needlestick injuries.Methods:A total of 123 undergraduates majoring in nursing were selected as research subjects from the classes of 2020 and 2021 in a medical university. The 60 undergraduates in the class of 2020 were established as control group and were given PBL teaching, and the 63 undergraduates in the class of 2021 were established as experimental group and were given PBL combined with scenario simulation. The two groups were compared in terms of theoretical score, skill examination score, and knowledge-attitude-practice (KAP) score of needlestick injury knowledge. SPSS 25.0 was used to perform the t-test, the chi-square test, and the rank sum test. Results:Compared with the control group, the experimental group had significantly higher scores of theoretical examination [(84.43±5.03) vs. (80.30±4.81), P<0.001] and skill examination [(88.40±4.26) vs. (83.55±5.84), P<0.001], as well as significantly higher scores of knowledge [(14.46±1.03) vs. (13.18±1.23), P<0.001], attitude [(52.59±3.09) vs. (48.05±3.06), P<0.001], and practice [(67.37±4.28) vs. (62.17±3.92), P<0.001] in KAP questionnaire. Conclusions:PBL combined with scenario simulation teaching can effectively improve the knowledge of protection against needlestick injuries and related skills in nursing students, enhance their awareness of needlestick injuries, and promote the protective behavior against needlestick injuries.
7.Establishment and Optimization of MSAP Reaction System of Astragalus Mongolica
Fang WANG ; Pengfei ZHANG ; Hongling TIAN ; Shuhong GUO ; Yaling LIU
World Science and Technology-Modernization of Traditional Chinese Medicine 2023;25(9):3174-3181
Objective To study epigenetic diversity of Astragalus mongolicus by methylation-sensitive amplification polymorphism(MSAP)technique,and to establish and optimize the response system of MSAP technique applicable to Astragalus Mongolicus.Methods Astragalus membranaceus(Fisch.)Bge.var.mongholicus(Bge.)Hsiao was used as material.The single factor and orthogonal design method were used to optimize the key influencing factors of the reaction system of Astragalus Mongolian methylation-sensitive amplification polymorphism(MSAP)technique,and the best reaction system of Astragalus Mongolian MSAP was established.Results 0.5 μL each of EcoR I and Msp I/Hpa II were added to the 20 μL double-enzyme digestion reaction system,and the digestion was completed in a water bath at 37℃for 6 h to complete the digestion;the optimal ligation system was 25 μL,including 10 μL digestion product,0.2 μL T4 DNA Ligase,1 μL EcoR I-adapter,1 μL Hpa II/Msp I-adapter,2.5 μL 10×T4 Buffer;25 μL optimal pre-amplification reaction system,including 2.5 μL 10×PCR buffer,0.5 μL dNTP,2.0 μL ligation product,0.3 μL Taq DNA polymerase,1.0 μL upstream and downstream primers;25 μL optimal selective amplification system,including 2 μL 20-fold diluted pre-amplification product,1.0 μL 10×PCR buffer,1.0 μL dNTP,0.2 μL Taq DNA polymerase,0.8 μL primers.Conclusion The optimized MSAP system was detected by polyacrylamide gel electrophoresis,which showed that the polymorphism was good,the system was stable,the bands were clear and repeatable,which laid the foundation for the subsequent MSAP analysis of Astragalus mongolica.
8.Effect of FTY720 on transfusion-related acute lung injury: a preliminary investigation
Yaling ZHOU ; Ling LI ; Li TIAN ; Jue WANG ; Rui HE ; Zhong LIU
Chinese Journal of Blood Transfusion 2023;36(5):403-410
【Objective】 To investigate the effects and mechanisms of different doses of fingolimod (FTY720) on non-antibody-mediated transfusion-related acute lung injury (TRALI). 【Methods】 A TRALI mouse model was constructed using lipopolysaccharide (LPS) pre-stimulation and platelets (Plt) of different storage days for second strike. The success of the modeling was determined by protein concentration in lung tissue homogenates, myeloperoxidase (MPo) activity, lung wet/dry weight ratio (W/D ratio), lung tissue damage score and pathological sections. Ceramide and sphingosine-1-phosphate (S1P) contents in platelets of different storage days were detected. FTY720 was administered 1 h after LPS injection to investigate the role of FTY720 in TRALI. The expression levels of vascular endothelial cadherin (VE-cadherin) and zonula occludens-1 (ZO-1) were analyzed by WB. 【Results】 Mice infused with stored 5-day Plt (d5Plt group) exhibited typical signs of TRALI, and the differences in lung tissue homogenate protein concentration (6 546.38±409.50) μg/mL, MPO activity (49.38±4.43) U/L, W/D ratio 4.79±0.21, and lung tissue damage score 7.24±0.38 from the rest of the groups were statistically significant (P<0.05). With the increase of platelet storage time, the ceramide content gradually increased and S1P content gradually decreased, and the ratio of the two was imbalanced. d5Plt showed statistically significant differences (P<0.01) in ceramide content (58.37±5.69) μmol/L and S1P content (149.81±4.86) nmol/L from the rest of the groups. After preventive administration of FTY720, 1 mg/kg FTY720 had no significant effect on TRALI mice, whose lung tissue homogenate protein concentration (6 170.26±545.50) μg/mL, MPO activity (45.97±4.79) U/L, W/D ratio 4.88±0.25, and lung tissue damage score 7.92±0.65 were significantly higher than those of the normal and LPS control groups (P<0.01). The low-dose (0.5, 0.2, and 0.1 mg/kg) FTY720 group alleviated lung injury, and its protein concentration, MPO activity, W/D ratio, and lung tissue injury score were significantly lower than those of the d5Plt group (P<0.05). Pathological sections also showed similar results. In terms of endothelial intercellular junction protein expression, the VE-cadherin expression levels in the 1 mg/kg FTY720 group were significantly lower than those in the normal and LPS control groups (P<0.05), and the VE-cadherin and ZO-1 expression levels in the low-dose (0.5, 0.2, and 0.1 mg/kg) FTY720 group were significantly higher than those in the d5Plt group (P<0.05), which tended to be normalized. 【Conclusion】 In this study, a TRALI mouse model was successfully established by one strike of LPS and two strikes of d5Plt. Low doses of FTY720 (0.5, 0.2, 0.1 mg/kg) were protective against TRALI, while high doses of FTY720 (1 mg/kg) may aggravate the symptoms of TRALI. This protective effect may be somewhat dependent on the expression of VE-cadherin and ZO-1.
9.The impact of flash glucose monitoring on glycemic control, residual islet function, and patient-reported outcomes in children and adolescents with newly diagnosed type 1 diabetes
Qi TIAN ; Liyin ZHANG ; Yaling XU ; Xiaofang JIANG ; Li FAN ; Xia LI ; Zhiguang ZHOU ; Lin YANG
Journal of Chinese Physician 2023;25(3):335-341
Objective:To assess the effect of flash glucose monitoring (FGM) compared with self-monitoring of blood glucose (SMBG) on glycemic control, residual islet function, and patient-reported outcomes in children and adolescents with newly diagnosed type 1 diabetes within 1 year.Methods:133 children and adolescents with newly diagnosed T1DM in the T1D clinic of the Second Xiangya Hospital of Central South University from January 2016 to January 2020 were divided into two groups: FGM group ( n=82) and SMBG group ( n=51). The observation indexes included hemoglobin A1c (HbA 1c), fasting and postprandial blood glucose (FBG and 2 h BG), C-peptide (FCP and 2 h CP) during the one-year follow-up, Δ CP (2 h CP-FCP), patient-reported hypoglycemia and questionnaires regarding self-management of diabetes and quality of life. Results:At 6 months, HbA 1c in 2 groups was significantly decreased (all P<0.05); at 6 to 12 months, HbA 1c in FGM group tended to be stable ( P>0.05); at 12 months, HbA 1c in SMBG group was significantly increased compared with 6 months ( P=0.001). At 12 months, HbA 1c in SMBG group was higher than that in FGM group ( P=0.001). At 12 months, FBG in FGM group was equivalent to the baseline level ( P>0.05), while FBG in SMBG group was significantly higher than the baseline level ( P=0.006). 2 h BG only decreased at the 6th and 12th month in FGM group (all P<0.05). The FCP of SMBG group was significantly decreased at 12 months ( P<0.05), and the 2 h CP, Δ CP in the two groups decreased gradually (all P<0.05). FGM group had more hypoglycemic events at 6 and 12 months (all P<0.05). At 6 months, the score of Self-Management of T1D for Adolescents (SMOD-A) in FGM group was significantly improved ( P=0.001). During the follow-up period, the quality of life score of FGM group was stable ( P>0.05), while the quality of life score of SMBG group had a downward trend ( P=0.052). Conclusions:In newly diagnosed children and adolescents with T1DM, early application of FGM for blood glucose management will help to improve HbA 1c and reduce postprandial blood glucose. In addition, the self-management ability of children with FGM was improved after 6 months.
10.Network meta-analysis for efficacy and safety of TACE combined with local ablation in the treatment of unresectable primary liver cancer
Yuan TIAN ; Guiju TANG ; Bo LI ; Yaling LI
China Pharmacy 2022;33(22):2779-2785
OBJECTIVE To systematically evaluate the efficacy and safety of transcatheter arterial chemoembolization (TACE) combined with local ablation in the treatment of unresectable primary liver cancer (PLC), and to provide evidence-based reference for rational clinical treatment. METHODS Retrieved from CNKI, Wanfang Data, VIP, PubMed, Embase, Cochrane Library, ClinicalTrials, Web of Science, Ovid and SinoMed, randomized controlled trial (RCT) about TACE combined with local ablation (trial group) versus TACE (control group) were collected. After screening the literature and extracting the data, the bias risk assessment tool recommended by the Cochrane System Evaluator Manual 5.1.0 was used to evaluate the quality of the included literature; Stata14.0 software was used for meta-analysis. RESULTS A total of 39 RCTs were included, including 2 294 patients, involving 6 interventions, i.e. TACE, TACE + radiofrequency ablation (RFA), TACE + microwave ablation (MWA), TACE + absolute ethanol injection (PEI), TACE + cryoablation (CRA), TACE + high-intensity ultrasound focused ablation (HIFU), and 4 chemotherapeutic drugs, i.e. platinum, anthracycline, pyrimidine analogues, and polypeptides. The results of meta-analysis showed that in terms of objective remission rate, TACE+RFA, TACE+HIFU and TACE+MWA were higher; in terms of 1-year survival rate, TACE+PEI, TACE+HIFU and TACE+MWA were higher; in terms of 2-year survival rate, TACE+HIFU, TACE+MWA and TACE+PEI were higher; in terms of 3-year survival rate, TACE+HIFU, TACE+PEI and TACE+RFA were higher; in terms of security, TACE+MWA, TACE+RFA and TACE were 643295494@qq.com higher; there was no significant difference in the efficacy of 4 chemotherapeutic drugs in TACE+MWA (P>0.05). CONCLUSIONS For patients with unresectable PLC, TACE+ MWA has good efficacy and safety, which is the best combination; the 4 chemotherapeutic drugs in TACE+MWA are all effective, and suitable chemotherapeutic drugs can be selected individually.

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