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.Exploring the Diagnosis and Treatment of Vascular Cognitive Impairment Based on the Relationship Between "Kidney Governing Water" and the Glymphatic System
Senlin CHEN ; Yu CHEN ; Yulong ZOU ; Zhichen WANG ; Gengzhao CHEN ; Qianhong ZHU ; Saie HUANG
Journal of Traditional Chinese Medicine 2025;66(11):1114-1118
Starting from the intrinsic relationship between the glymphatic system and the core pathogenesis of vascular cognitive impairment (VCI), including internal dampness, phlegm turbidity, and blood stasis, this paper explores clinical approaches to the diagnosis and treatment of VCI. Dysfunction of the kidney's role in governing water leads to the accumulation of dampness, phlegm turbidity, and blood stasis, which are key pathological mechanisms underlying the onset and progression of VCI. The glymphatic system participates in the circulation of cerebrospinal fluid within the central nervous system, and its impairment can result in reduced clearance of soluble metabolic waste products in the brain, a crucial factor contributing to VCI. It is proposed that the "kidney governing water" function is related to the glymphatic system, and that the cerebral collaterals correspond structurally to the glymphatic pathways. Clinically, therapies aimed at tonifying the kidney, resolving phlegm, activating blood circulation, and unblocking collaterals, such as modified Kaixin Powder (开心散), which eliminates dampness and turbidity, transforms phlegm, restores consciousness, enhances cognition, and strengthens the brain, are commonly employed. These treatments may improve VCI prognosis by regulating glymphatic system function, providing a theoretical basis for the prevention and treatment of VCI with traditional Chinese medicine.
4.Calculation of retention fractions in main source organs following acute americium inhalation based on ICRP biokinetic models
Qianlan CHEN ; Zhiping LUO ; Senlin LIU
Chinese Journal of Radiological Health 2024;33(1):7-12
Objective To provide a reference for avoiding the harm to critical target organs following considerable inhalation exposure to the transuranium element americium (Am) as well as post-accident decorporation or other radiation protection measures. Methods We established calculation programs based on the generic criteria for internal radiation emergency preparedness and response in the IAEA Safety Guide No.GSG-2 and current new ICRP biokinetic models and parameters, taking an inhalation of 241Am (activity mean aerodynamic diameter of 5 μm, σ = 2.5) by an adult worker as an example; and determined that the critical target organs were the lung AI region, red bone marrow, and the main source organs leading to acute doses to the critical target organs were the lung AI region, blood, and trabecular bone surface. Results The retention fractions in the main source organs over time after 241Am inhalation were calculated. Conclusion After being absorbed into blood, Am moves quickly to other parts, and Am of different absorption types shows similar early changes in retention fractions in blood: the retention fractions of Am of S, M, and F types in blood peak around 0.03 d, and then halve around 1.7 d. Inhaled Am shows different changes over time in retention fractions in the lung AI region and trabecular bone surface in the early stage: the retention fractions of S- and M-type Am in the lung AI region change little with time, while F-type Am transfers quickly from the lung to blood; In trabecular bone surface, S-type Am increases quickly in the first 7 d, M-type Am gradually increases mainly in the first 2 weeks, and F-type Am increases quickly in the first 2 d.
5.The prognostic value of colonoscopy grading for acute graft-versus-host disease in patients with malignant hematological disorders after unrelated cord blood transplantation
Senlin WANG ; Guangyu SUN ; Xiaoyu ZHU ; Xuemei XU ; Fei YE ; Shilan LI ; Si CHEN
Chinese Journal of Hematology 2024;45(5):462-467
Objective:To investigate the prognostic value of enteroscopic grading for the prognostic assessment of patients with malignant hematological diseases who developed intestinal acute graft-versus-host disease (IT-aGVHD) after unrelated cord blood transplantation (UCBT) .Methods:Fifty patients with IT-aGVHD who developed hormone resistance after UCBT from June 2016 to June 2023 at Anhui Provincial Hospital were collected to compare the effective and survival rates of IT-aGVHD treatment in the group with milder enteroscopic mucosal injury (27 cases, enteroscopic grading of Ⅰ and Ⅱ) and the group with more severe injury (23 cases, enteroscopic grading of Ⅲ and Ⅳ) and to retrospectively analyze the factors affecting patients’ prognosis.Results:Patients in the mild and severe groups had an effective rate of 92.6% and 47.8% at 28 days after colonoscopy ( P<0.001), 81.5% and 39.1% at 56 days after colonoscopy ( P=0.002), with optimal effective rate of 92.6% and 65.2% ( P=0.040), respectively, and the differences were statistically significant. The multifactorial analysis found that enteroscopic grading was an independent risk factor affecting the effective rate of IT-aGVHD treatment. The overall survival rate at 2 years after colonoscopy was 70.4% (95% CI 52.0% -88.8% ) and 34.8% (95% CI 14.8% -54.8% ) for patients in the mild and severe groups, respectively, and the difference was statistically significant ( P=0.003). Multifactorial analysis revealed that enteroscopic grading, cytomegalovirus infection status, second-line treatment regimen, and patients’ age were independent risk factors for survival. Conclusion:The treatment efficacy and prognosis of patients in the group with less severe enteroscopic injury (grades Ⅰ and Ⅱ) were better than those in the group with more severe injury (grades Ⅲ and Ⅳ) .
6.Mechanism of Alzheimer's Disease Based on Correlations between Aquaporins and Aromatic Chinese Medicines
Senlin CHEN ; Sai'e HUANG ; Zhichen WANG ; Yan LI ; Shixiang KUANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(17):227-238
Alzheimer's disease (AD) is an age-related neurodegenerative disease that belongs to the category of dementia in traditional Chinese medicine (TCM). According to the TCM theory, phlegm, dampness, stasis, and toxin are the major factors inducing the occurrence and development of AD. The application of aromatic Chinese medicines to remove the combined phlegm, dampness, stasis, and toxin is an important TCM method for treating AD. Aquaporins (AQPs) are involved in the water metabolism of the central nervous system (CNS), playing a role in the water balance of CNS. Therefore, AQPs are deeply involved in the occurrence and development of AD. AQPs may be the key targets of a variety of aromatic Chinese medicines. From the intrinsic relationship between AQPs and AD-inducing factors (phlegm, dampness, stasis, and toxin), this study explores the modern medical connotation of treating AD with aromatic Chinese medicines, aiming to provide ideas for the prevention and treatment of AD with TCM.
7.Safety of high-carbohydrate fluid diet 2 h versus overnight fasting before non-emergency endoscopic retrograde cholangiopancreatography: A single-blind, multicenter, randomized controlled trial
Wenbo MENG ; W. Joseph LEUNG ; Zhenyu WANG ; Qiyong LI ; Leida ZHANG ; Kai ZHANG ; Xuefeng WANG ; Meng WANG ; Qi WANG ; Yingmei SHAO ; Jijun ZHANG ; Ping YUE ; Lei ZHANG ; Kexiang ZHU ; Xiaoliang ZHU ; Hui ZHANG ; Senlin HOU ; Kailin CAI ; Hao SUN ; Ping XUE ; Wei LIU ; Haiping WANG ; Li ZHANG ; Songming DING ; Zhiqing YANG ; Ming ZHANG ; Hao WENG ; Qingyuan WU ; Bendong CHEN ; Tiemin JIANG ; Yingkai WANG ; Lichao ZHANG ; Ke WU ; Xue YANG ; Zilong WEN ; Chun LIU ; Long MIAO ; Zhengfeng WANG ; Jiajia LI ; Xiaowen YAN ; Fangzhao WANG ; Lingen ZHANG ; Mingzhen BAI ; Ningning MI ; Xianzhuo ZHANG ; Wence ZHOU ; Jinqiu YUAN ; Azumi SUZUKI ; Kiyohito TANAKA ; Jiankang LIU ; Ula NUR ; Elisabete WEIDERPASS ; Xun LI
Chinese Medical Journal 2024;137(12):1437-1446
Background::Although overnight fasting is recommended prior to endoscopic retrograde cholangiopancreatography (ERCP), the benefits and safety of high-carbohydrate fluid diet (CFD) intake 2 h before ERCP remain unclear. This study aimed to analyze whether high-CFD intake 2 h before ERCP can be safe and accelerate patients’ recovery.Methods::This prospective, multicenter, randomized controlled trial involved 15 tertiary ERCP centers. A total of 1330 patients were randomized into CFD group ( n = 665) and fasting group ( n = 665). The CFD group received 400 mL of maltodextrin orally 2 h before ERCP, while the control group abstained from food/water overnight (>6 h) before ERCP. All ERCP procedures were performed using deep sedation with intravenous propofol. The investigators were blinded but not the patients. The primary outcomes included postoperative fatigue and abdominal pain score, and the secondary outcomes included complications and changes in metabolic indicators. The outcomes were analyzed according to a modified intention-to-treat principle. Results::The post-ERCP fatigue scores were significantly lower at 4 h (4.1 ± 2.6 vs. 4.8 ± 2.8, t = 4.23, P <0.001) and 20 h (2.4 ± 2.1 vs. 3.4 ± 2.4, t= 7.94, P <0.001) in the CFD group, with least-squares mean differences of 0.48 (95% confidence interval [CI]: 0.26–0.71, P <0.001) and 0.76 (95% CI: 0.57–0.95, P <0.001), respectively. The 4-h pain scores (2.1 ± 1.7 vs. 2.2 ± 1.7, t = 2.60, P = 0.009, with a least-squares mean difference of 0.21 [95% CI: 0.05–0.37]) and positive urine ketone levels (7.7% [39/509] vs. 15.4% [82/533], χ2 = 15.13, P <0.001) were lower in the CFD group. The CFD group had significantly less cholangitis (2.1% [13/634] vs. 4.0% [26/658], χ2 = 3.99, P = 0.046) but not pancreatitis (5.5% [35/634] vs. 6.5% [43/658], χ2 = 0.59, P = 0.444). Subgroup analysis revealed that CFD reduced the incidence of complications in patients with native papilla (odds ratio [OR]: 0.61, 95% CI: 0.39–0.95, P = 0.028) in the multivariable models. Conclusion::Ingesting 400 mL of CFD 2 h before ERCP is safe, with a reduction in post-ERCP fatigue, abdominal pain, and cholangitis during recovery.Trail Registration::ClinicalTrials.gov, No. NCT03075280.
8.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.
9.Efficacy observation of pushing Qiaogong point with different intensities for treating stage Ⅰ essential hypertension
Yue FENG ; Zhengting DUAN ; Dongnan CHEN ; Senlin YE ; Shulin DOU ; Kaiwei ZHANG
Journal of Acupuncture and Tuina Science 2023;21(4):294-301
Objective: To observe the clinical efficacy of pushing Qiaogong point with varying intensities for treating stage Ⅰ essential hypertension. Methods: A total of 72 patients diagnosed with stageⅠ essential hypertension were enrolled in this study. They were divided into three groups using the random number table method, including a control group, a gentle pushing group, and a heavy pushing group, with 24 patients in each group. All three groups received the same therapeutic lifestyle interventions. The control group received no additional interventions, the gentle pushing group received additional pushing Qiaogong point with gentle strength, and the heavy pushing group received additional pushing Qiaogong point with heavy strength. The treatment duration was 4 weeks, followed by a 4-week follow-up period, during which blood pressure changes were observed and analyzed in all three groups. Results: After treatment, the blood pressure levels in all three groups showed a significant decrease (P<0.05). The effective rate in the control group was 43.5%, in the gentle pushing group was 78.3%, and in the heavy pushing group was 33.3%. The reduction in blood pressure levels in the gentle pushing group was significantly superior to that in both the control group and the heavy pushing group, indicating inter-group statistical significance (P<0.01). The efficacy of the heavy pushing group was comparable to that of the control group, indicating no statistical significance (P>0.05). During the follow-up period, compared with the end of the treatment within the same group, the blood pressure levels remained stable in both the control group and the gentle pushing group, indicating no intra-group statistical significance (P>0.05). The heavy pushing group showed a significant decrease in diastolic blood pressure (DBP) and mean blood pressure (MBP) compared with the end of the treatment, indicating intra-group statistical significance (P<0.05). During the follow-up, the gentle pushing group had lower systolic blood pressure (SBP) and MBP compared with both the heavy pushing group and the control group, indicating inter-group statistical significance (P<0.01), while there was no inter-group statistical significance in comparing the DBP (P>0.05). There was no statistical significance in comparing the SBP, DBP, and MBP between the heavy pushing group and the control group (P>0.05). Conclusion: Pushing Qiaogong point with gentle strength combined with lifestyle interventions showed a higher effective rate and long-term blood pressure stability in the treatment of stage Ⅰ essential hypertension. Pushing Qiaogong point with varying intensities showed varying effects on patients with stage Ⅰ essential hypertension.
10.Clinical characteristics of choledocholithiasis combined with periampullary diverticulum and influencing factor analysis for difficult cannulation of endoscopic retrograde cholangiopan-creatography: a report of 1 920 cases
Ping YUE ; Zhenyu WANG ; Leida ZHANG ; Hao SUN ; Ping XUE ; Wei LIU ; Qi WANG ; Jijun ZHANG ; Xuefeng WANG ; Meng WANG ; Yingmei SHAO ; Kailin CAI ; Senlin HOU ; Kai ZHANG ; Qiyong LI ; Lei ZHANG ; Kexiang ZHU ; Haiping WANG ; Ming ZHANG ; Xiangyu SUN ; Zhiqing YANG ; Jie TAO ; Zilong WEN ; Qunwei WANG ; Bendong CHEN ; Yingkai WANG ; Mingning ZHAO ; Ruoyan ZHANG ; Tiemin JIANG ; Ke LIU ; Lichao ZHANG ; Kangjie CHEN ; Xiaoliang ZHU ; Hui ZHANG ; Long MIAO ; Zhengfeng WANG ; Jiajia LI ; Xiaowen YAN ; Ling'en ZHANG ; Fangzhao WANG ; Wence ZHOU ; Wenbo MENG ; Xun LI
Chinese Journal of Digestive Surgery 2023;22(1):113-121
Objective:To investigate the clinical characteristics of choledocholithiasis com-bined with periampullary diverticulum and influencing factor for difficult cannulation of endoscopic retrograde cholangiopancreatography (ERCP).Methods:The retrospective case-control study was conducted. The clinical data of 1 920 patients who underwent ERCP for choledocholithiasis in 15 medical centers, including the First Hospital of Lanzhou University, et al, from July 2015 to December 2017 were collected. There were 915 males and 1 005 females, aged (63±16)years. Of 1 920 patients, there were 228 cases with periampullary diverticulum and 1 692 cases without periampullary diverticulum. Observation indicators: (1) clinical characteristics of patients with choledocholithiasis; (2) intraoperative and postoperative situations of patients undergoing ERCP for choledocholithiasis; (3) influencing factor analysis for difficult cannulation in patients undergoing ERCP for choledocholithiasis. Measurement data with normal distribution were represented as Mean±SD, and comparison between groups was conducted using the independent sample t test. Measurement data with skewed distribution were represented as M(range) or M( Q1, Q3), and com-parison between groups was conducted using the Wilcoxon rank sum test. Count data were described as absolute numbers or percentages, and comparison between groups was conducted using the chi-square test or Fisher exact probability. The Logistic regression model was used for univariate and multivariate analyses. Results:(1) Clinical characteristics of patients with choledocholithiasis. Age, body mass index, cases with complications as chronic obstructive pulmonary disease, diameter of common bile duct, cases with diameter of common bile duct as <8 mm, 8?12 mm, >12 mm, diameter of stone, cases with number of stones as single and multiple were (69±12)years, (23.3±3.0)kg/m 2, 16, (14±4)mm, 11, 95, 122, (12±4)mm, 89, 139 in patients with choledocholithiasis combined with periampullary diverticulum, versus (62±16)years, (23.8±2.8)kg/m 2, 67, (12±4)mm, 159, 892, 641, (10±4)mm, 817, 875 in patients with choledocholithiasis not combined with periampullary diver-ticulum, showing significant differences in the above indicators between the two groups ( t=?7.55, 2.45, χ2=4.54, t=?4.92, Z=4.66, t=?7.31, χ2=6.90, P<0.05). (2) Intraoperative and postoperative situations of patients undergoing ERCP for choledocholithiasis. The balloon expansion diameter, cases with intraoperative bleeding, cases with hemorrhage management of submucosal injection, hemostatic clip, spray hemostasis, electrocoagulation hemostasis and other treatment, cases with endoscopic plastic stent placement, cases with endoscopic nasal bile duct drainage, cases with mechanical lithotripsy, cases with stone complete clearing, cases with difficult cannulation, cases with delayed intubation, cases undergoing >5 times of cannulation attempts, cannulation time, X-ray exposure time, operation time were 10.0(range, 8.5?12.0)mm, 56, 6, 5, 43, 1, 1, 52, 177, 67, 201, 74, 38, 74, (7.4±3.1)minutes, (6±3)minutes, (46±19)minutes in patients with choledocholithiasis combined with periampullary diverticulum, versus 9.0(range, 8.0?11.0)mm, 243, 35, 14, 109, 73, 12, 230, 1 457, 167, 1 565, 395, 171, 395, (6.6±2.9)minutes, (6±5)minutes, (41±17)minutes in patients with choledocholithiasis not combined with periampullary diverticulum, showing significant differences in the above indicators between the two groups ( Z=6.31, χ2=15.90, 26.02, 13.61, 11.40, 71.51, 5.12, 9.04, 8.92, 9.04, t=?3.89, 2.67, ?3.61, P<0.05). (3) Influencing factor analysis for difficult cannulation in patients undergoing ERCP for choledocholithiasis. Results of multivariate analysis showed total bilirubin >30 umol/L, number of stones >1, combined with periampullary diverticulum were indepen-dent risk factors for difficult cannulation in patients with periampullary diverticulum who underwent ERCP for choledocholithiasis ( odds ratio=1.31, 1.48, 1.44, 95% confidence interval as 1.06?1.61, 1.20?1.84, 1.06?1.95, P<0.05). Results of further analysis showed that, of 1 920 patients undergoing ERCP for choledocholithiasis, the incidence of postoperative pancreatitis was 17.271%(81/469) and 8.132%(118/1 451) in the 469 cases with difficult cannulation and 1 451 cases without difficult cannula-tion, respectively, showing a significant difference between them ( χ2=31.86, P<0.05). In the 1 692 patients with choledocholithiasis not combined with periampullary diverticulum, the incidence of postopera-tive pancreatitis was 17.722%(70/395) and 8.250%(107/1 297) in 395 cases with difficult cannula-tion and 1 297 cases without difficult cannulation, respectively, showing a significant difference between them ( χ2=29.00, P<0.05). In the 228 patients with choledocholithiasis combined with peri-ampullary diverticulum, the incidence of postoperative pancreatitis was 14.865%(11/74) and 7.143%(11/154) in 74 cases with difficult cannulation and 154 cases without difficult cannulation, respectively, showing no significant difference between them ( χ2=3.42, P>0.05). Conclusions:Compared with patients with choledocholithiasis not combined with periampullary divertioulum, periampullary divertioulum often occurs in choledocholithiasis patients of elderly and low body mass index. The proportion of chronic obstructive pulmonary disease is high in choledocholithiasis patients with periampullary diverticulum, and the diameter of stone is large, the number of stone is more in these patients. Combined with periampullary diverticulum will increase the difficult of cannulation and the ratio of patient with mechanical lithotripsy, and reduce the ratio of patient with stone complete clearing without increasing postoperative complications of choledocholithiasis patients undergoing ERCP. Total bilirubin >30 μmol/L, number of stones >1, combined with periampullary diverticulum are independent risk factors for difficult cannulation in patients of periampullary diverticulum who underwent ERCP for choledocholithiasis.

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