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.Recommendations for Standardized Reporting of Systematic Reviews and Meta-Analysis of Animal Experiments
Qingyong ZHENG ; Donghua YANG ; Zhichao MA ; Ziyu ZHOU ; Yang LU ; Jingyu WANG ; Lina XING ; Yingying KANG ; Li DU ; Chunxiang ZHAO ; Baoshan DI ; Jinhui TIAN
Laboratory Animal and Comparative Medicine 2025;45(4):496-507
Animal experiments are an essential component of life sciences and medical research. However, the external validity and reliability of individual animal studies are frequently challenged by inherent limitations such as small sample sizes, high design heterogeneity, and poor reproducibility, which impede the effective translation of research findings into clinical practice. Systematic reviews and meta-analysis represent a key methodology for integrating existing evidence and enhancing the robustness of conclusions. Currently, however, the application of systematic reviews and meta-analysis in the field of animal experiments lacks standardized guidelines for their conduct and reporting, resulting in inconsistent quality and, to some extent, diminishing their evidence value. To address this issue, this paper aims to systematically delineate the reporting process for systematic reviews and meta-analysis of animal experiments and to propose a set of standardized recommendations that are both scientific and practical. The article's scope encompasses the entire process, from the preliminary preparatory phase [including formulating the population, intervention, comparison and outcome (PICO) question, assessing feasibility, and protocol pre-registration] to the key writing points for each section of the main report. In the core methods section, the paper elaborates on how to implement literature searches, establish eligibility criteria, perform data extraction, and assess the risk of bias, based on the Preferred Reporting Items for Systematic Reviews and Meta-analysis (PRISMA) statement, in conjunction with relevant guidelines and tools such as Animal Research: Reporting of in Vivo Experiments (ARRIVE) and a risk of bias assessment tool developed by the Systematic Review Centre for Laboratory Animal Experimentation (SYRCLE). For the presentation of results, strategies are proposed for clear and transparent display using flow diagrams and tables of characteristics. The discussion section places particular emphasis on how to scientifically interpret pooled effects, thoroughly analyze sources of heterogeneity, evaluate the impact of publication bias, and cautiously discuss the validity and limitations of extrapolating findings from animal studies to clinical settings. Furthermore, this paper recommends adopting the Grading of Recommendations Assessment, Development and Evaluation (GRADE) methodology to comprehensively grade the quality of evidence. Through a modular analysis of the entire reporting process, this paper aims to provide researchers in the field with a clear and practical guide, thereby promoting the standardized development of systematic reviews and meta-analysis of animal experiments and enhancing their application value in scientific decision-making and translational medicine.
3.Efficacy of CARTO Three-dimensional Mapping and Zero X-ray Radiofrequency Catheter Ablation of Ventricular Premature Contraction Originating From Aortic Sinus
Jingyu TIAN ; Zhengyu ZHU ; Ruizheng WANG ; Yunli TIAN ; Jing HUANG ; Yan WANG
Chinese Circulation Journal 2024;39(3):267-272
Objectives:To finely divide the aortic sinus into sections and accurately localize the coronary ostium through CARTO three-dimensional mapping,and to assess the clinical effects of treating aortic sinus cusps premature ventricular contraction(ASC-PVC)and the ablation risk in the corresponding area with zero X-ray radiofrequency ablation. Methods:A total of 66 patients who underwent radiofrequency ablation for ASC-PVC from January 2020 to January 2023 were included in this analysis,patients were divided into experimental group(n=34)and conventional group(n=32).In the conventional group,the CARTO 3 system was used to create an aortic sinus model through the conventional method.The earliest stimulating target was identified by using electrical stimulation mapping(ESM).Radiofrequency ablation treatment was performed after the distance between the target and the coronary ostium was precisely measured by coronary angiography through the hollow tube of the ablation catheter or coronary angiography tube.In the experimental group,the CARTO 3 system was used to build a model of the aortic sinus and the coronary ostium and aortic sinus were divided into sections.The earliest stimulating target was identified by ESM.After localizing coronary ostium through the impedance changing pattern on the ablation catheter tips,catheter ablation was performed with zero X-ray.The data regarding the impedance of the ablation catheter in the aortic sinus were collected.The total operative time,the operative time in the aortic sinus,contrast dosage,X-ray exposure time,immediate and short-term success rates of the operation and complication rates were compared between the two groups.Besides,the distribution of successfully ablated targets and their relationship with the risk of ablation were analyzed in both groups. Results:There was no significant statistical difference in the immediate and short-term success rates between the two groups(93.8%vs.94.1%;90.6%vs.88.2%,both P>0.05).The experimental group did not receive contrast agents during the operation,and the total operation time and intra-aortic sinus operation time in the experimental group were significantly shorter than those in the conventional group([58.76±4.94]min vs.[66.91±5.94]min,P<0.001;[43.12±4.49]min vs.[50.31±5.18]min,P<0.001).During the process of moving the ablation catheter from the intra-aortic sinus to the coronary artery opening and into the coronary artery,the impedance suddenly increased,which was significantly different from the impedance in other parts of the intra-aortic sinus(all P<0.001). Conclusions:Radiofrequency ablation of ASC-PVC with zero X-ray can simplify the procedures and shorten the operative time.The steep increase in impedance at the tip of the ablation catheter can be used as a basis for localizing the coronary ostium.Dividing the aortic sinus into sections allows a detailed assessment of the risk for ablation treatment at the targets.
4.Influencing factors of survival of patients with airway stenosis requiring clinical interventions after lung transplantation
Lingzhi SHI ; Heng HUANG ; Mingzhao LIU ; Hang YANG ; Bo WU ; Jin ZHAO ; Haoji YAN ; Yujie ZUO ; Xinyue ZHANG ; Linxi LIU ; Dong TIAN ; Jingyu CHEN
Organ Transplantation 2024;15(2):236-243
Objective To analyze the influencing factors of survival of patients with airway stenosis requiring clinical interventions after lung transplantation. Methods Clinical data of 66 patients with airway stenosis requiring clinical interventions after lung transplantation were retrospectively analyzed. Univariate and multivariate Cox’s regression models were adopted to analyze the influencing factors of survival of all patients with airway stenosis and those with early airway stenosis. Kaplan-Meier method was used to calculate the overall survival and delineate the survival curve. Results For 66 patients with airway stenosis, the median airway stenosis-free time was 72 (52,102) d, 27% (18/66) for central airway stenosis and 73% (48/66) for distal airway stenosis. Postoperative mechanical ventilation time [hazard ratio (HR) 1.037, 95% confidence interval (CI) 1.005-1.070, P=0.024] and type of surgery (HR 0.400, 95%CI 0.177-0.903, P=0.027) were correlated with the survival of patients with airway stenosis after lung transplantation. The longer the postoperative mechanical ventilation time, the higher the risk of mortality of the recipients. The overall survival of airway stenosis recipients undergoing bilateral lung transplantation was better than that of their counterparts after single lung transplantation. Subgroup analysis showed that grade 3 primary graft dysfunction (PGD) (HR 4.577, 95%CI 1.439-14.555, P=0.010) and immunosuppressive drugs (HR 0.079, 95%CI 0.022-0.287, P<0.001) were associated with the survival of patients with early airway stenosis after lung transplantation. The overall survival of patients with early airway stenosis after lung transplantation without grade 3 PGD was better compared with that of those with grade 3 PGD. The overall survival of patients with early airway stenosis after lung transplantation treated with tacrolimus was superior to that of their counterparts treated with cyclosporine. Conclusions Long postoperative mechanical ventilation time, single lung transplantation, grade 3 PGD and use of cyclosporine may affect the survival of patients with airway stenosis after lung transplantation.
5.Effects of mild intraventricular hemorrhage on early motor development in infants with high risk of brain injury
Jingyu BU ; Huiping ZHANG ; Ru JIAN ; Sa YUAN ; Tian LIU ; Yanni CHEN
Chinese Pediatric Emergency Medicine 2024;31(8):586-591
Objective:To assess the effect of mild intraventricular hemorrhage(IVH)on the early motor development of infants at high risk of brain injury,and to guide the intervention according to its characteristics.Methods:A retrospective cohort study was conducted to select neonates discharged from the Neonatal Unit of Xi 'an Children 's Hospital from February 1,2022 to March 31,2023,with one or more high-risk factors of brain injury.The patients were assigned to low-grade IVH group and no IVH group according to ultrasound diagnosis.The research subjects exclucled other brain injury diseases besides mild IVH.Motor development was assessed using test of infant motor performance(TIMP),reflecting performance in head control,auditory and visual responses,defensive movements,trunk movements,limb movements,and more.Both groups completed TIMP assessment between discharge and 16 weeks of the corrected age(CA).The differences of TIMP scores between two groups were compared . Results:A total of 329 neonates at high risk for brain injury were recruited,including 98 cases with grade Ⅰ-Ⅱ IVH(low-grade IVH group)diagnosed through brain ultrasonography and 231 controls(no IVH group).The Z scores of TIMP in the low-grade IVH group were lower than that in no IVH group(-0.25 ±0.87 vs.0.03 ±0.71, P=0.015).The risk factors of brain injury were matched for further comparison.At CA2-5 weeks,the scores in low-grade IVH group of TIMP total scores(74.10 ±12.28 vs.84.24 ±7.71),observation items(10.57 ±1.47 vs.11.24 ±1.29),elicitation(63.17 ±12.13 vs.73.00 ±7.36),sitting(9.14 ±2.90 vs.11.65 ±3.26),supine(22.07 ±4.73 vs.24.79 ±3.55),prone position(10.35 ±3.74 vs.12.82 ±3.15)and lateral position(4.00 ±2.85 vs.5.48 ±2.13)were significantly lower than those in no IVH group( P<0.05).At CA6-9 weeks,the scores in low-grade IVH group of sitting position(10.44 ±4.01 vs.12.96 ±3.02),supine position(24.04 ±4.60 vs.26.83 ±3.53),lateral position(4.83 ±2.53 vs.6.25 ±2.6)were significantly lower than those in no IVH group( P<0.05).At CA12-15 weeks,the low-grade IVH group showed significant differences in TIMP total score(104.00 ±12.98 vs.114.10 ±13.16),elicitation(92.00 ±12.64 vs.102.00 ±13.10),sitting(17.00 ±3.50 vs.19.13 ±3.55)and lateral position(7.35 ±2.14 vs.9.00 ±2.37)compared with those from no IVH group( P<0.05). Conclusion:Mild intraventricular hemorrhage affected the early motor development of high-risk infants with brain injury,mainly manifested as a lag in the ability of head control at CA2-5 weeks,and the trend continued until CA12-15 weeks.Early monitoring of motor ability and intervention of head control ability should be carried out in high-risk children with mild intraventricular hemorrhage.
6.The mechanism of bariatric surgery in the treatment of non-alcoholic fatty liver disease
Yiyang MIN ; Peng ZHANG ; Peirong TIAN ; Mengyi LI ; Jingyu ZHANG ; Guanda LU ; Zhongtao ZHANG
Chinese Journal of Digestive Surgery 2024;23(9):1231-1236
Non-alcoholic fatty liver disease (NAFLD), as a metabolic disease, has shown a constant upward trend in prevalence among the people in recent years. In addition to changing lifestyles and conventional drug treatment, bariatric surgery, represented by Roux-en-Y gastric bypass surgery and sleeve gastrectomy, has gradually become one of the treatment options for NAFLD. However, the mechanism of bariatric surgery in treating NAFLD remains to be studied. The "multiple-hit theory", which has gradually been recognized in recent years, believes that NAFLD is formed by the combined effect of multiple mechanisms such as insulin resistance, bile acid metabolism pathway, and intestinal flora. Based on relevant literatures and clinical practices, the authors explore the relevant mechanisms of bariatric surgery for direct or indirect treatment of NAFLD.
7.Effects of different culture media on quality and developmental potential of mouse oocytes after in vitro maturation
Yin TIAN ; Yanhua ZHAO ; Guoning HUANG ; Jingyu LI
Chinese Journal of Tissue Engineering Research 2024;28(13):2024-2029
BACKGROUND:In recent years,the demand for in vitro maturation of immature oocytes has increased.Oocyte maturation is affected by many factors,among which the selection of medium is particularly important,and there is currently no unified plan. OBJECTIVE:To compare the in vitro maturation of germinal vesicle stage oocytes with different maturation media and to investigate its effects on oocyte quality and developmental potential. METHODS:Germinal vesicle oocytes were matured in G-1TM PLUS medium,CZB medium and M16 medium,and mature oocytes in vivo were used as control group to compare in vitro fertilization and early embryo development among various groups.The immunofluorescence method was used to evaluate mitochondrial function in mature oocytes of each group.Calcium oscillation was detected by confocal microscopy real-time imaging system. RESULTS AND CONCLUSION:(1)There was no significant difference in the first polar body ejection rate among the three groups(P>0.05).(2)The rate of in vitro fertilization was higher in the G-1TM PLUS group(52.86±11.24)%than that in the M16 group(37.76±6.70)%and the CZB group(30.62±5.51)%.The blastocyst rate was lower in the CZB group(36.23±6.63)%than that in the control group(78.16±4.17)%,G-1TM PLUS group(55.75±7.63)%and M16 group(53.36±6.33)%.(3)Compared with the control group,the length-to-width ratio of the spindle in the CZB group increased(P<0.005).(4)The mitochondrial function of the CZB group was worse than that of the control group,G-1TM PLUS group and M16 group,and abnormal mitochondrial agglutination occurred in the CZB group.(5)The frequency of calcium oscillations in the CZB and M16 groups was significantly higher than that in the G1 and control groups.In conclusion,during in vitro maturation of mouse oocytes,in vitro maturation rate was not significantly different among G-1TM PLUS,CZB and M16 media,but the G-1TM PLUS medium had a higher rate of fertilization and blastocyst formation.
8.Predictive value of a risk prediction model guided by the ratio of respiratory rate to diaphragmatic thickening fraction for the timing of noninvasive-invasive mechanical ventilation transition in patients with acute exacerbation of chronic obstructive pulmonary disease
Xiaodong LI ; Tian LI ; Xingwei DI ; Jingyu LIU
Chinese Critical Care Medicine 2024;36(5):503-507
Objective:To evaluate the predictive value of a risk prediction model guided by the ratio of respiratory rate to diaphragm thickening fraction (RR/DTF) for noninvasive-invasive mechanical ventilation transition timing in patients with acute exacerbation of chronic obstructive pulmonary disease (AECOPD), through ultrasound evaluation of diaphragm movement indicators.Methods:Sixty-four patients diagnosed with AECOPD and undergoing non-invasive ventilation (NIV), who were admitted to the department of critical care medicine of the First Affiliated Hospital of Jinzhou Medical University from January 2022 to July 2023 were enrolled. They were divided into NIV successful group and NIV failure group based on the outcome of NIV within 24 hours. Clinical indicators such as RR/DTF, diaphragmatic excursion (DE), tidal volume (VT), respiratory rate (RR), pH value, partial pressure of carbon dioxide (PaCO 2), and sputum excretion disorder were compared between the two groups after 2 hours of NIV. The factors influencing NIV failure were included in binary Logistic regression analysis, and an RR/DTF oriented risk prediction model was established. Receiver operator characteristic curve (ROC curve) analysis was used to assess the predictive value of this model for the timing of noninvasive-invasive mechanical ventilation transition in AECOPD patients. Results:Among 64 patients with AECOPD, with 43 in the NIV successful group and 21 in the NIV failure group. There were no statistically significant differences in baseline data such as age, gender, body mass index (BMI), oxygenation index (P/F), smoking history, and acute physiological and chronic health evaluation Ⅱ (APACHEⅡ) between the two groups of patients, indicating comparability. Compared to the NIV successful group, the NIV failure group showed a significantly increase in RR/DTF, RR, PaCO 2, and sputum retention, while VT and DE were significantly decreased [RR/DTF (%): 1.00±0.18 vs. 0.89±0.22, RR (bpm): 21.64±3.13 vs. 19.62±2.98, PaCO 2 (mmHg, 1 mmHg≈0.133 kPa): 70.82±8.82 vs. 65.29±9.47, sputum retention: 57.1% vs. 30.2%, VT (mL): 308.09±14.89 vs. 324.48±23.82, DE (mm): 19.91±2.94 vs. 22.05±3.30, all P < 0.05]. Binary Logistic regression analysis showed that RR/DTF [odds ratio ( OR) = 147.989, 95% confidence interval (95% CI) was 3.321-595.412, P = 0.010], RR ( OR = 1.296, 95% CI was 1.006-1.670, P = 0.045), VT ( OR = 0.966, 95% CI was 0.935-0.999, P = 0.044), PaCO 2 ( OR = 1.086, 95% CI was 1.006~1.173, P = 0.035), and sputum retention ( OR = 4.533, 95% CI was 1.025-20.049, P = 0.046) were independent risk factors for predicting NIV failure in AECOPD patients. ROC curve analysis showed that the area under the curve (AUC) of 0.713 with a 95% CI of 0.587-0.839 ( P = 0.005). The sensitivity was 72.73%, the specificity was 88.10%, the Youden index was 0.394, and the optimal cut-off value was 0.87. Conclusion:The RR/DTF risk prediction model has good predictive value for the timing of noninvasive-invasive mechanical ventilation transition in AECOPD patients.
9.Mechanism of effects of cell-assisted lipotransfer technique in refractory wound repair: a review
Miaomiao TIAN ; Yunpeng LI ; Jingyu ZHANG ; Fuwei LIU ; Junrui ZHANG ; Liang KONG ; Bin LU ; Zhiye LI
Chinese Journal of Trauma 2024;40(8):753-759
Wound healing is a complex process of biological integration in which the adverse conditions such as excessive inflammatory reactions, cell proliferation and migration disorders, and cellular secretion impairment can lead to refractory wounds. Characterized by complex etiology, protracted condition, and high morbidity and recurrence rate, refractory wounds severely impair patients′ physical and mental health. In clinical practice, refractory wounds are primarily treated with surgical debridement and skin transplantation, but there still exist problems such as large surgical wounds, prolonged recovery time, and high recurrence rate. In recent years, owing to the multipotent differentiation, immunomodulatory, and paracrine functions of stem cells, cell-assisted lipotransfer (CAL) technique, which involves intra-body injection of a mixture of autologous adipose-derived stem cells (ADSCs) and granular fat for refractory wound repair, has demonstrated promising application prospects. It is of great significance in its clinical application to clarify the mechanism of effects of CAL technique in refractory wound repair. The authors reviewed the research progress in the mechanism of effects of CAL technique in repairing refractory wounds to provide references for the research and treatment of refractory wounds.
10.Expert consensus on limb management of patients with transvenous temporary cardiac pacing
Radioactive Interventional Nursing Professional Committee of Chinese Nursing Association ; Huafen LIU ; Jiali ZHOU ; Zheng HUANG ; Zhixia ZHANG ; Jingyu LIANG ; Zhongxiang CAI ; Fuhong CHEN ; Yunying ZHOU ; Yunyan XIANYU ; Lin YAN ; Huidan YU ; Huizhen PENG ; Jian ZHU ; Yuan TIAN ; Yan ZHANG ; Hejun JIANG ; Su ZHANG
Chinese Journal of Nursing 2024;59(13):1581-1583
Objective To form the expert consensus on the limb management of patients with transvenous temporary cardiac pacing,standardize the limb management of patients with transvenous temporary cardiac pacing,and reduce complications related to the limb.Methods Using evidence-based methods,the evidence in this field was searched,evaluated and summarized,and relevant recommendations and research conclusions were extracted and classified by the level of evidence quality,and then the first draft of the consensus was formed.From December 2023 to January 2024,through 2 rounds of expert consultation and 4 rounds of expert meetings,the content was adjusted and the consensus was reached.Results Totally 16 experts participated in the consultation.The positive coefficient is 100%;the authoritative coefficient is 0.847 and 0.836;the average value of each index is more than>3.8;the coefficient of variation is less than 0.21.The Kendall's harmony coefficient of the 2 rounds of expert consultation is 0.372 and 0.314,respectively,which were statistically significant.The consensus covers the preoperative,intraoperative and postoperative on limb management of patients with transvenous temporary cardiac pacing.Totally 11 themes were involved,including the preoperative preparation,position and catheter fixation in operation,position and catheter fixation in postoperative,activity,turn and transfer,duty shift on limb,nursing care after withdrawal of the catheter,prevention of deep vein thrombosis of the operative limb and prevent infection.Conclusion The consensus is highly scientific,and it is helpful to standardize the limb management of patients with transvenous temporary cardiac pacing.

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