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.A novel anti-ischemic stroke candidate drug AAPB with dual effects of neuroprotection and cerebral blood flow improvement.
Jianbing WU ; Duorui JI ; Weijie JIAO ; Jian JIA ; Jiayi ZHU ; Taijun HANG ; Xijing CHEN ; Yang DING ; Yuwen XU ; Xinglong CHANG ; Liang LI ; Qiu LIU ; Yumei CAO ; Yan ZHONG ; Xia SUN ; Qingming GUO ; Tuanjie WANG ; Zhenzhong WANG ; Ya LING ; Wei XIAO ; Zhangjian HUANG ; Yihua ZHANG
Acta Pharmaceutica Sinica B 2025;15(2):1070-1083
Ischemic stroke (IS) is a globally life-threatening disease. Presently, few therapeutic medicines are available for treating IS, and rt-PA is the only drug approved by the US Food and Drug Administration (FDA) in the US. In fact, many agents showing excellent neuroprotection but no blood flow-improving activity in animals have not achieved ideal clinical efficacy, while thrombolytic drugs only improving blood flow without neuroprotection have limited their wider application. To address these challenges and meet the huge unmet clinical need, we have designed and identified a novel compound AAPB with dual effects of neuroprotection and cerebral blood flow improvement. AAPB significantly reduced cerebral infarction and neural function deficit in tMCAO rats, pMCAO rats, and IS rhesus monkeys, as well as displayed exceptional safety profiles and excellent pharmacokinetic properties in rats and dogs. AAPB has now entered phase I of clinical trials fighting IS in China.
3.Bacteroi des fragilis-derived succinic acid promotes the degradation of uric acid by inhibiting hepatic AMPD2: Insight into how plant-based berberine ameliorates hyperuricemia.
Libin PAN ; Ru FENG ; Jiachun HU ; Hang YU ; Qian TONG ; Xinyu YANG ; Jianye SONG ; Hui XU ; Mengliang YE ; Zhengwei ZHANG ; Jie FU ; Haojian ZHANG ; Jinyue LU ; Zhao ZHAI ; Jingyue WANG ; Yi ZHAO ; Hengtong ZUO ; Xiang HUI ; Jiandong JIANG ; Yan WANG
Acta Pharmaceutica Sinica B 2025;15(10):5244-5260
In recent decades, the prevalence of hyperuricemia and gout has increased dramatically due to lifestyle changes. The drugs currently recommended for hyperuricemia are associated with adverse reactions that limit their clinical use. In this study, we report that berberine (BBR) is an effective drug candidate for the treatment of hyperuricemia, with its mechanism potentially involving the modulation of gut microbiota and its metabolite, succinic acid. BBR has demonstrated good therapeutic effects in both acute and chronic animal models of hyperuricemia. In a clinical trial, oral administration of BBR for 6 months reduced blood uric acid levels in 22 participants by modulating the gut microbiota, which led to an increase in the abundance of Bacteroides and a decrease in Clostridium sensu stricto_1. Furthermore, Bacteroides fragilis was transplanted into ICR mice, and the results showed that Bacteroides fragilis exerted a therapeutic effect on uric acid similar to that of BBR. Notably, succinic acid, a metabolite of Bacteroides, significantly reduced uric acid levels. Subsequent cell and animal experiments revealed that the intestinal metabolite, succinic acid, regulated the upstream uric acid synthesis pathway in the liver by inhibiting adenosine monophosphate deaminase 2 (AMPD2), an enzyme responsible for converting adenosine monophosphate (AMP) to inosine monophosphate (IMP). This inhibition resulted in a decrease in IMP levels and an increase in phosphate levels. The reduction in IMP led to a decreased downstream production of hypoxanthine, xanthine, and uric acid. BBR also demonstrated excellent renoprotective effects, improving nephropathy associated with hyperuricemia. In summary, BBR has the potential to be an effective treatment for hyperuricemia through the gut-liver axis.
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.Comparison of thermal ablation combined with synchronous TACE and TACE in liver metastasis of neuroendocrine tumors of different pathologic grades
Sothea YAV ; Hui-Yi SUN ; Fei-Hang WANG ; Dan-Yang ZHAO ; Zi-Hao HUO ; Yi CHEN ; Zhi-Ping YAN ; Ling-Xiao LIU
Fudan University Journal of Medical Sciences 2024;51(3):323-330,337
Objective To compare the efficacy and safety between thermal ablation combined with synchronous transcatheter arterial chemoembolization(TACE)and TACE in patients with liver metastasis of neuroendocrine tumors of different pathologic grades.Methods A retrospective analysis was performed on patients with liver metastases of neuroendocrine tumors admitted to Department of Interventional Radiology,Zhongshan Hospital,Fudan University from Nov 1,2006 to Jul 31,2022.The patients were divided into synchronous ablation group and TACE group according to treatment mode and subgroups according to pathological grade.The lesions were evaluated by postoperative imaging examination.The patients were followed up until Jul 31,2023,and surgery-related complications were recorded.The endpoint of prognosis were progression-free survival(PFS)and overall survival(OS).Results A total of 86 patients with neuroendocrine tumor were collected,including 34 patients in simultaneous ablation group and 52 patients in TACE group.According to WHO classification,21 patients at G1 stage,45 patients at G2 stage and 20 patients at G3 stage were included.No serious postoperative complications occurred in all patients.The median OS was 47.0(95%CI:31.2-62.8)months in the TACE group and 56.0(95%CI:8.3-73.4)months in the synchronous ablation group,with no statistical difference between the two groups(P=0.50).The median PFS was 18.0(95%CI:6.0-30.0)months in the TACE group and 29.0(95%CI:10.0-48.0)months in the synchronous ablation group,with no statistical difference between the two groups(P=0.22).Of the 45 patients at G2 stage,27 received TACE with a median OS of 47.0 months,and 18 received synchronous ablation with a median OS of 59.0 months,and there was no statistical difference between the two groups(P=0.45).The median PFS was 12.0 months in the TACE group and 32.0 months in the synchronous ablation group,and the difference between the two groups was statistically significant(P=0.03).Conclusion Comparing with TACE,simultaneous ablation can delay disease progression in patients with liver metastasis of neuroendocrine tumors to a certain extent and has good safety,especially for patients with liver metastases of neuroendocrine tumors with intermediate or low grade.
6.Research progress on the role of epigenetic effects in diabetic peripheral neuropathy
Min LI ; Simiao GONG ; Yuting GUO ; Hang ZHANG ; Yan YANG
Chinese Journal of Diabetes 2024;32(8):630-633
The pathogenesis of diabetic peripheral neuropathy(DPN)is driven by environmental factors,which can induce epigenetic changes and make it a bridge between environment and gene expression.Hyperglycemia causes changes in DNA methylation,abnormal regulation of enzyme activity involved in his tone modification,and is associated with chromatin structural modification,leading to alterations in DPN gene expression.This article reviews the research progress of epigenetic effects on DPN.
7.Epidemiological Investigation of Dampness Syndrome Manifestations in the Population at Risk of Cerebrovascular Disease
Xiao-Jia NI ; Hai-Yan HUANG ; Qing SU ; Yao XU ; Ling-Ling LIU ; Zhuo-Ran KUANG ; Yi-Hang LI ; Yi-Kai ZHANG ; Miao-Miao MENG ; Yi-Xin GUO ; Xiao-Bo YANG ; Ye-Feng CAI
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(3):531-539
Objective To make an epidemiological investigation on traditional Chinese medicine(TCM)dampness syndrome manifestations in the population at risk of cerebrovascular diseases in Guangdong area.Methods A cross-sectional study was conducted to analyze the clinical data related to the risk of cerebrovascular diseases in 330 Guangdong permanent residents.The diagnosis of dampness syndrome,quantitative scoring of dampness syndrome and rating of the risk of stroke were performed for the investigation of the distribution pattern of dampness syndrome and its influencing factors.Results(1)A total of 306(92.73%)study subjects were diagnosed as dampness syndrome.The percentage of dampness syndrome in the risk group was 93.82%(258/275),which was slightly higher than that of the healthy group(48/55,87.27%),but the difference was not statistically significant(χ2 = 2.91,P = 0.112).The quantitative score of dampness syndrome in the risk group was higher than that of the healthy group,and the difference was statistically significance(Z =-2.24,P = 0.025).(2)Among the study subjects at risk of cerebrovascular disease,evaluation time(χ2 = 26.11,P = 0.001),stroke risk grading(χ2= 8.85,P = 0.031),and history of stroke or transient ischemic attack(TIA)(χ2 = 9.28,P = 0.015)were the factors influencing the grading of dampness syndrome in the population at risk of cerebrovascular disease.Conclusion Dampness syndrome is the common TCM syndrome in the population of Guangdong area.The manifestations of dampness syndrome are more obvious in the population with risk factors of cerebrovascular disease,especially in the population at high risk of stroke,and in the population with a history of stroke or TIA.The assessment and intervention of dampness syndrome should be taken into account for future project of stroke prevention in Guangdong.
8.Clinical analysis of 6 cases of acute neonatal suppurative appendicitis with perforation
Hang YANG ; Qiang BAI ; Chuanxin LI ; Jianhong YAN ; Li CHEN ; Han XIAO
Chinese Journal of Neonatology 2024;39(2):80-83
Objective:To study the clinical features and risk factors of prognosis of neonatal appendicitis.Methods:From January 2014 to December 2022, all infants with neonatal appendicitis and received surgery in our hospital were retrospectively analyzed.Results:A total of 6 cases were enrolled, including 1 boy and 5 girls, with gestational age 36-40 weeks, birth weight 1 990~3 300 g, age of admission 5-11 d and time from illness onset to admission 0.5-4 d. All infants had abdominal distension, combined with vomiting in 4 cases, fever in 3 cases and blood in stool in 1 case. Gastrointestinal perforation was found on preoperative abdominal X-ray in 5 cases. All 6 cases received surgery and confirmed the diagnosis of appendicitis with perforation during the surgery. Appendectomy was performed without mortality. 1 case had Amyand hernia and received high ligation of the hernia sac during operation. 1 case had meningitis and was cured after 3 weeks of antibiotic treatment. 1 case developed adhesive intestinal obstruction 3 months after surgery and underwent intestinal adhesiolysis. One case developed colonic stenosis one month after surgery. The stenotic segment of the colon was resected and primary intestinal anastomosis was performed.Conclusions:Neonatal appendicitis progresses rapidly and is difficult to diagnose. The possibility of appendicitis with perforation should be considered when preoperative abdominal X-ray suggesting pneumoperitoneum. Intraoperatively, it is necessary to pay attention to the relationship between appendiceal perforation and other lesions for comprehensive treatment, and change the surgical approach accordingly.
9.Total protein level of plasma donors in various regions of China: a survey of 1 373 cases
Yang GAO ; Rong ZHOU ; Hongfang YANG ; Liyi HAN ; Rong HUANG ; Yan HANG ; Demei DONG
Chinese Journal of Blood Transfusion 2024;37(1):58-62
【Objective】 To analyze the influence of plasma donation on human total protein level and the impact of different blood collection tubes on total protein level detection. 【Methods】 A total of 1 373 plasma donors from 11 apheresis plasma stations in 6 provinces/autonomous regions from March to April, 2021 were selected. Whole blood was collected by ordinary blood collection tube without anticoagulant, heparin anticoagulant tube and sodium citrate anticoagulant tube, and then respectively divided into serum group, heparin anticoagulant group, and sodium citrate anticoagulant group. After separating serum and plasma, the samples were subjected to total protein detection using the biuret method. Kruskal-Wallis test was used to compare the total protein levels among different tubes. The plasma donors were divided into male group (n=597) and female group (n=776), and the total protein levels between different genders were compared by t test. The plasma donors were divided into Sichuan group, Hubei group and Gansu group according to the region, and the Games-Howell test was used for comparison. 【Results】 The median serum total protein level of 1 373 donors was 73.1g/L, which was consistent with the reference range of 65-85 g/L. The median total protein levels of the serum group, heparin anticoagulant group and sodium citrate anticoagulant group were 73.1g/L, 73.3g/L and 63.8g/L, respectively, with statistically significant difference (P<0.05). There was statistical significance in total protein level between sodium citrate anticoagulant group and serum group, sodium citrate anticoagulant group and heparin anticoagulant group(P<0.05), but no statistical significance was noticed between serum group and heparin anticoagulant group (P> 0.05). The serum total protein levels of male group and female group were (72.41±5.40)g/L and (73.67±4.95)g/L, reseectively, and the difference was statistically significant (P<0.05). The serum total protein level in Sichuan group, Hubei group and Gansu group was (73.91±4.29)g/L, (74.17±5.11)g/L and (67.09±3.65)g/L, respectively (P<0.05).The difference between Gansu group and Hubei group, Gansu group and Sichuan group was statistically significant (P<0.05), but no significant difference was noticed between Sichuan group and Hubei group (P>0.05). 【Conclusion】 Plasma donors who meet the donation criteria will not experience abnormal total protein levels due to regular plasma donation. There were differences in total protein levels among different blood collection tubes, different genders and different regions. The total protein level of females was higher than that of males. The total protein level was the highest in Hubei province, followed by Sichuan and Gansu.Heparin anticoagulant group was the highest, followed by serum group and sodium citrate anticoagulant group.
10.Research status of mechanism of psilocybin in the treatment of treatment-resistant depression
Guang-Shun HUA ; Chen-Yang GUO ; Hang ZHANG ; Yu-Ting GUO ; Si-Miao GONG ; Yan YANG
The Chinese Journal of Clinical Pharmacology 2024;40(16):2428-2432
Refractory depression is a drug-resistant subtype of major depressive disorder for which there is a lack of effective and durable treatments.Seroxibine,the active substance in the mushroom Capsicum annuum,is a natural 5-hydroxytryptamine hallucinogen that activates the 5-hydroxytryptamine 2A receptor to mediate multiple aspects of antidepressant effects.In recent years,it has received renewed attention for its outstanding therapeutic effects in the treatment of refractory depression or other psychiatric disorders.Therefore,this paper summarizes the studies on neuroplasticity,brain neural connectivity network,neurotransmitters,immune factors,microbiota-gut-brain axis,and clinical efficacy of seloxipine in domestic and international literature,and explores the possible mechanisms of seloxipine's effect on refractory depression,with a view to providing theoretical basis for the clinical application of this drug.

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