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.Establishment and evaluation of pendulum-like modified rat abdominal heart heterotopic transplantation model
Hongtao TANG ; Caihan LI ; Xiangyun ZHENG ; Senlin HOU ; Weiyang CHEN ; Zengwei YU ; Yabo WANG ; Dong TIAN ; Qi AN
Organ Transplantation 2025;16(2):280-287
Objective To introduce the modeling method of pendulum-like modified rat abdominal heart heterotopic transplantation model and evaluate the quality of the model. Methods An operator without transplantation experience performed 15 consecutive models, recorded the time of each step, changes in body weight and modified Stanford scores, and calculated the surgical success rate, postoperative 1-week survival rate and technical success rate. Ultrasound examinations was performed in 1 week postoperatively. Results The times for donor heart acquisition, donor heart processing, recipient preparation and transplantation anastomosis were (14.3±1.4) min, (3.5±0.6) min, (13.6±2.1) min and (38.3±5.2) min respectively. The surgical success rate was 87% (13/15), and the survival rate 1 week after operative was 100% (13/13). The improved Stanford score indicated a technical success rate of 92% (12/13), and the postoperative 1-week ultrasound examination showed that grafts with Stanford scores ≥3 had detectable pulsation and blood flow signals. Conclusions The pendulum-like modified rat abdominal heart heterotopic transplantation improved model further optimizes the operational steps with a high success rate and stable quality, may be chosen as a modeling option for basic research in heart transplantation in the future.
3.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.
4.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.
5.The correlation between the expressions of serum Ang-2 and I-FABP and the prognosis of acute myocardial infarction with cardiac shock
Dong WANG ; Lan XU ; Senlin XIA ; Yuechen SUN ; Wei WANG
China Modern Doctor 2024;62(1):32-35
Objective To investigate the correlation between angiopoietin-2(Ang-2)and intestinal fatty acid binding protein(I-FABP)levels and the prognosis of acute myocardial infarction(AMI)with cardiac shock(CS).Methods A total of 198 patients with AMI admitted to Huzhou Central Hospital from July 2017 to July 2019 were selected as study objects,and were divided into CS group(n=93)and non-CS group(n=105)according to whether CS occurred during the hospital period,and 65 normal volunteers admitted for physical examination during the same period were included in control group.Patients in CS group were divided into survival group(n=50)and death group(n=43)according to their survival at 28 days.Serum Ang-2 and I-FABP levels of all subjects were detected,and Cox regression analysis was used to analyze the factors affecting the poor prognosis of AMI with CS.Receiver operating characteristic(ROC)curve was used to analyze the diagnostic value of Ang-2 and I-FABP in AMI with CS.Results Serum Ang-2 and I-FABP levels in CS group were significantly higher than those in non-CS group and control group(P<0.05),and serum Ang-2 and I-FABP levels in non-CS group were significantly higher than those in control group(P<0.05).Serum Ang-2,I-FABP levels and proportion of diabetes in death group were significantly higher than those in survival group(P<0.05).Cox regression analysis showed that diabetes,Ang-2 and I-FABP levels were independent factors affecting the prognosis of AMI with CS(P<0.05).ROC curve showed that the area under the curve of Ang-2 and I-FABP combined to predict the prognosis of AMI with CS was 0.819,sensitivity was 81.4%,specificity was 80.0%.Conclusion Serum Ang-2 and I-FABP levels were elevated in patients with AMI with CS,which were potential biological indicators to predict the prognosis of patients.
6.Nanoparticles (NPs)-mediated systemic mRNA delivery to reverse trastuzumab resistance for effective breast cancer therapy.
Zhihui DONG ; Zhuoshan HUANG ; Senlin LI ; Ying WANG ; Yandan YAO ; Xianzhu YANG ; Xiaoding XU
Acta Pharmaceutica Sinica B 2023;13(3):955-966
Monoclonal antibody-based therapy has achieved great success and is now one of the most crucial therapeutic modalities for cancer therapy. The first monoclonal antibody authorized for treating human epidermal growth receptor 2 (HER2)-positive breast cancer is trastuzumab. However, resistance to trastuzumab therapy is frequently encountered and thus significantly restricts the therapeutic outcomes. To address this issue, tumor microenvironment (TME) pH-responsive nanoparticles (NPs) were herein developed for systemic mRNA delivery to reverse the trastuzumab resistance of breast cancer (BCa). This nanoplatform is comprised of a methoxyl-poly (ethylene glycol)-b-poly (lactic-co-glycolic acid) copolymer with a TME pH-liable linker (Meo-PEG-Dlink m -PLGA) and an amphiphilic cationic lipid that can complex PTEN mRNA via electrostatic interaction. When the long-circulating mRNA-loaded NPs build up in the tumor after being delivered intravenously, they could be efficiently internalized by tumor cells due to the TME pH-triggered PEG detachment from the NP surface. With the intracellular mRNA release to up-regulate PTEN expression, the constantly activated PI3K/Akt signaling pathway could be blocked in the trastuzumab-resistant BCa cells, thereby resulting in the reversal of trastuzumab resistance and effectively suppress the development of BCa.
7.Concurrent silencing of TBCE and drug delivery to overcome platinum-based resistance in liver cancer.
Senlin LI ; Siyu CHEN ; Zhihui DONG ; Xingdong SONG ; Xiuling LI ; Ziqi HUANG ; Huiru LI ; Linzhuo HUANG ; Ganyuan ZHUANG ; Ran LAN ; Mingyan GUO ; Wende LI ; Phei Er SAW ; Lei ZHANG
Acta Pharmaceutica Sinica B 2023;13(3):967-981
Platinum-based chemotherapy resistance is a key factor of poor prognosis and recurrence in hepatocellular carcinoma (HCC). Herein, RNAseq analysis revealed that elevated tubulin folding cofactor E (TBCE) expression is associated with platinum-based chemotherapy resistance. High expression of TBCE contributes to worse prognoses and earlier recurrence among liver cancer patients. Mechanistically, TBCE silencing significantly affects cytoskeleton rearrangement, which in turn increases cisplatin-induced cycle arrest and apoptosis. To develop these findings into potential therapeutic drugs, endosomal pH-responsive nanoparticles (NPs) were developed to simultaneously encapsulate TBCE siRNA and cisplatin (DDP) to reverse this phenomena. NPs (siTBCE + DDP) concurrently silenced TBCE expression, increased cell sensitivity to platinum treatment, and subsequently resulted in superior anti-tumor effects both in vitro and in vivo in orthotopic and patient-derived xenograft (PDX) models. Taken together, NP-mediated delivery and the co-treatment of siTBCE + DDP proved to be effective in reversing chemotherapy resistance of DDP in multiple tumor models.
8.A modified mouse model of orthotopic left lung transplantation based on "pendulum" anastomosis of the reverse-view plane (with video demonstration)
Caihan LI ; Heng HUANG ; Junjie WANG ; Hongtao TANG ; Ye WU ; Senlin HOU ; Peizhi LIU ; Wan YANG ; Tingting CHEN ; Shengxuan ZHANG ; Siyi FU ; Yujie ZUO ; Junjie YANG ; Haoji YAN ; Dong TIAN
Organ Transplantation 2022;13(5):634-
Objective To modify the mouse model of orthotopic left lung transplantation from different perspectives, aiming to establish a simpler, faster and stabler mouse model of lung transplantation. Methods Based on preliminary modified rat model of orthotopic left lung transplantation established by our team, varying extent of modifications were made regarding the tracheal intubation, cannula preparation and anastomosis procedures of orthotopic left lung transplantation in the recipient mice. Orthotopic left lung transplantation in 40 mice were performed by an operator with microsurgical experience. The dissection of the recipient's hilar structure was carried out at the plane of the hilar clamp model within the reverse-view, and the three branches (left main bronchus, pulmonary artery and pulmonary vein) of the pulmonary hilum were anastomosed in turn by the "pendulum" anastomosis method. The operation time of each procedure was recorded. The recipient mice were sacrificed at postoperative 2 weeks, and the incidence of postoperative complications was recorded. Results Lung transplantation was successfully completed in 40 mice, with no bronchial and vascular tearing or twisting, and no bleeding at the anastomosis site. The overall cardiopulmonary procurement time was (10.7±1.5) min, cannula preparation time was (16.2±1.5) min, cold ischemia time was (25.1±2.4) min, warm ischemia time was (19.4±1.6) min, and the total operation time was (57.2±2.9) min, respectively. During the follow-up from 6 to 14 days after surgery, one recipient mouse died of pleural effusion, probably caused by infection. No pneumothorax, thrombosis or atelectasis was found in the remaining recipient mice during postoperative follow-up. Conclusions The modified mouse model of orthotopic left lung transplantation based on "pendulum" anastomosis of the reverse-view plane possesses multiple advantages of short operation time, high success rate and few complications, which is expected to become an alternative model of studying pathological changes after lung transplantation and worthy of further application.
9.Identification of COL3A1 variants associated with sporadic thoracic aortic dissection: a case-control study.
Yanghui CHEN ; Yang SUN ; Zongzhe LI ; Chenze LI ; Lei XIAO ; Jiaqi DAI ; Shiyang LI ; Hao LIU ; Dong HU ; Dongyang WU ; Senlin HU ; Bo YU ; Peng CHEN ; Ping XU ; Wei KONG ; Dao Wen WANG
Frontiers of Medicine 2021;15(3):438-447
Thoracic aortic dissection (TAD) without familial clustering or syndromic features is known as sporadic TAD (STAD). So far, the genetic basis of STAD remains unknown. Whole exome sequencing was performed in 223 STAD patients and 414 healthy controls from the Chinese Han population (N = 637). After population structure and genetic relationship and ancestry analyses, we used the optimal sequence kernel association test to identify the candidate genes or variants of STAD. We found that COL3A1 was significantly relevant to STAD (P = 7.35 × 10
Aneurysm, Dissecting/genetics*
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Case-Control Studies
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Cluster Analysis
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Cohort Studies
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Collagen Type III/genetics*
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Computational Biology
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Genetic Predisposition to Disease
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Humans
10. Research progress on status and mechanism of low sensitivity or resistance of Neisseria gonorrhoeae to cephalosporin
Dan WU ; Senlin DONG ; Qiuye ZI ; Yanqing WANG
Chinese Journal of General Practitioners 2018;17(8):651-654
Cephalosporin is still the first-line drug chosen for the treatment of gonorrhea, although it is likely to develop resistance to

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