1.Construction and clinical validation of a machine learning-based nomogram model for predicting lymphatic leakage following radical prostatectomy
Xiudong YANG ; Xing LIU ; Xin LIU ; Yan JIANG ; Wei WANG ; Zongbin HE ; Sha HUANG ; Meihong WEN ; Yazhen LIU
The Journal of Practical Medicine 2025;41(21):3378-3384
Objective To identify risk factors associated with lymphatic leakage after laparoscopic radical prostatectomy(LRP)and to develop a machine learning-based nomogram for predicting such outcomes to support clinical prevention strategies.Methods We retrospectively analyzed perioperative data from 248 patients who underwent radical prostatectomy for prostate cancer between January 2020 and January 2024.Independent risk factors were identified through univariate and multivariate logistic regression analyses.A predictive model was developed,and its diagnostic performance was assessed by the area under the receiver operating characteristic curve(AUC).Five-fold cross-validation was performed to evaluate the model's generalizability.A nomogram was subsequently constructed to facilitate individualized risk quantification.Results Among the 248 patients,89(35.9%)developed lymphatic leakage,while 159(64.1%)did not.Independent risk factors for lymphatic leakage included intraopera-tive lymph node dissection(OR=5.415,95%CI:2.167~13.532,P<0.001),intraoperative plasma transfusion(OR=2.952,95%CI:1.524~5.718,P=0.001),and postoperative fasting duration of≥2 days(OR=1.412,95%CI:1.089~1.829,P=0.009).The predictive model showed good discrimination and calibration(AUC=0.711,95%CI:0.647~0.776,P<0.001;sensitivity:0.764;specificity:0.597).Model robustness was confirmed through five-fold cross-validation(training set AUC=0.822;test set AUC=0.829).The nomogram provided a clinically useful tool for quantifying individual risk of lymphatic leakage.Conclusions Intraoperative lymph node dissection,plasma transfusion,and postoperative fasting lasting≥2 days are independent risk factors for lymphatic leakage following radical prostatectomy.The validated predictive model demonstrates favorable clinical utility.
2.Construction and clinical validation of a machine learning-based nomogram model for predicting lymphatic leakage following radical prostatectomy
Xiudong YANG ; Xing LIU ; Xin LIU ; Yan JIANG ; Wei WANG ; Zongbin HE ; Sha HUANG ; Meihong WEN ; Yazhen LIU
The Journal of Practical Medicine 2025;41(21):3378-3384
Objective To identify risk factors associated with lymphatic leakage after laparoscopic radical prostatectomy(LRP)and to develop a machine learning-based nomogram for predicting such outcomes to support clinical prevention strategies.Methods We retrospectively analyzed perioperative data from 248 patients who underwent radical prostatectomy for prostate cancer between January 2020 and January 2024.Independent risk factors were identified through univariate and multivariate logistic regression analyses.A predictive model was developed,and its diagnostic performance was assessed by the area under the receiver operating characteristic curve(AUC).Five-fold cross-validation was performed to evaluate the model's generalizability.A nomogram was subsequently constructed to facilitate individualized risk quantification.Results Among the 248 patients,89(35.9%)developed lymphatic leakage,while 159(64.1%)did not.Independent risk factors for lymphatic leakage included intraopera-tive lymph node dissection(OR=5.415,95%CI:2.167~13.532,P<0.001),intraoperative plasma transfusion(OR=2.952,95%CI:1.524~5.718,P=0.001),and postoperative fasting duration of≥2 days(OR=1.412,95%CI:1.089~1.829,P=0.009).The predictive model showed good discrimination and calibration(AUC=0.711,95%CI:0.647~0.776,P<0.001;sensitivity:0.764;specificity:0.597).Model robustness was confirmed through five-fold cross-validation(training set AUC=0.822;test set AUC=0.829).The nomogram provided a clinically useful tool for quantifying individual risk of lymphatic leakage.Conclusions Intraoperative lymph node dissection,plasma transfusion,and postoperative fasting lasting≥2 days are independent risk factors for lymphatic leakage following radical prostatectomy.The validated predictive model demonstrates favorable clinical utility.
3.Comparison of initial percutaneous balloon compression versus radiofrequency thermocoagulation followed by percutaneous balloon compression in the treatment of trigeminal neuralgia
Honghao ZHANG ; Zongbin JIANG ; Jing LÜ ; Peng ZHAO ; Kan YUE ; Ruilin HE
Journal of Central South University(Medical Sciences) 2024;49(1):40-46
Objective:There are a variety of minimally invasive interventional treatments for trigeminal neuralgia,and the efficacy evaluation is different.The preferred treatment scheme is still controversial.This study aims to investigate the differences in treatment effects between patients with primary trigeminal neuralgia(PTN)treated with percutaneous balloon compression(PBC)for the first intervention and patients with pain recurrence after radiofrequency thermocoagulation(RT)who then received PBC for PTN,and to offer clinicians and patients more scientifically grounded and precise treatment alternatives. Methods:We retrospectively analyzed 103 patients with PTN admitted to the Department of Pain Management of the Second Affiliated Hospital of Guangxi Medical University from January 2020 to December 2021,including 49 patients who received PBC for the first time(PBC group)and 54 patients who received PBC for pain recurrence after RT(RT+PBC group).General information,preoperative pain score,intraoperative oval foramen morphology,oval foramen area,balloon volume,duration of compression,and postoperative pain scores and pain recurrence at each time point on day 1(T1),day 7(T2),day 14(T3),1 month(T4),3 months(T5),and 1 year(T6)were collected and recorded for both groups.The differences in treatment effect,complications and recurrence between the 2 groups were compared,and the related influencing factors were analyzed. Results:The differences of general information,preoperative pain scores,foramen ovale morphology,foramen ovale area,T1 to T3 pain scores between the 2 groups were not statistically different(all P>0.05).The balloon filling volume in the PBC group was smaller than that in the RT+PBC group,the pain scores at T4 to T6 and pain recurrence were better than those in the RT+PBC group(all P<0.05).Pain recurrence was positively correlated with pain scores of T2 to T6(r=0.306,0.482,0.831,0.876,0.887,respectively;all P<0.01). Conclusion:The choice of PBC for the first intervention in PTN patients is superior to the choice of PBC after pain recurrence after RT treatment in terms of treatment outcome and pain recurrence.
4.Influence of morphological features of oval foramen in Dyna-CT three-dimensional imaging in percutaneous balloon compression
Jing LYU ; Peng ZHAO ; Xin HU ; Chunrong QIN ; Ruilin HE ; Zongbin JIANG
Chinese Journal of Neuromedicine 2022;21(7):671-676
Objective:To investigate the influences of morphological characteristics of skull base ovale foramen in the puncture difficulty of percutaneous balloon compression (PBC), surgical efficacy and postoperative complications in patients with idiopathic trigeminal neuralgia (ITN).Methods:One hundred and twenty-seven patients with ITN, admitted to our hospital from January 2020 to January 2021, were collected. Dyna-CT three-dimensional imaging of the oval foramen at the skull base and PBC treatment were performed on the included patients, and the morphological data of the oval foramen were measured. Numeric Rating Scale (NRS) was used to assess pain degrees before and after surgery. The differences of cross-sectional area and exposure Angle, puncture difficulty and time, NRS scores before and after surgery and incidence of complications were compared in patients with ovale foramen at different forms. The correlations of puncture time with puncture difficulty and cross-sectional area of ovale foramen in skull base were analyzed.Results:The foramen ovale in skull base of 127 patients included standard oval shape ( n=82), almond shape ( n=9), narrow and long shape ( n=13), fissure shape ( n=8) and irregular shape ( n=15). Different morphological characteristics of the skull base ovale foramen could lead to significant differences in the difficulty of puncture, exposure angle, cross-sectional area and puncture time ( P<0.05). Puncture time was positively correlated with puncture difficulty and cross-sectional area ( r=0.359, P<0.001; r=0.280, P=0.007). The patients with skull base ovale foramen of different forms showed no significant differences in the differences of NRS scores before and after PBC and occurrence of postoperative complications ( P>0.05). Conclusion:Dyna-CT three-dimensional imaging can visually display the morphological characteristics of the oval foramen at the skull base; this technique can be used to guide the puncture of the oval foramen and effectively evaluate the difficulty of puncture in PBC, but it does not affect the postoperative pain improvement and complication incidences.
5.Establishment and differential protein identification of two-dimensional gel electrophoresis for proteomics in the spinal cord of morphine-tolerant rats.
Liqiong HE ; Zongbin SONG ; Manyu XING ; Zhengyiqi LI ; Jing WU ; Meiling DENG ; Maoyu LI ; Qulian GUO ; Wangyuan ZOU
Journal of Central South University(Medical Sciences) 2019;44(4):392-398
To establish a two-dimensional gel electrophoresis (2-DE) map for comparative proteomic analysis of rat spinal cord with chronic morphine tolerance, and to detect differentially expression proteins that are associated with chronic morphine tolerance.
Methods: Sixteen male SD rats received the intrathecal catheterization operation and they were randomly divided into a morphine tolerance group (MT group, n=8) and a saline group (NS group, n=8). The lumbar enlargement segments of the MT group and the NS group spinal cord were harvested and proteins were separated by 2-DE. Differential proteome profiles were established and analyzed by means of immobilized pH gradient-based two-dimensional polyacrylamide gel electrophoresis (2D-PAGE). The 2-DE maps were visualized after coomassie blue staining and analyzed using PDQuest analysis software. Identification of differential protein spots was conducted by MALDI-TOF-MS, and the Mascot query software was used to search Swiss-Prot database for bioinformatics analysis. Western blotting was used to verify the expression of some differentially expressed proteins.
Results: A total of 1 000 spots were identified in 2-DE maps of rat spinal cord tissues from the MT group and the NS group, and 36 proteins were significantly differentially expressed in the MT group compared with the NS group. Identification was conducted by MALDI-TOF-MS and Swiss-Prot database through Mascot query software, and a total of 14 proteins were obtained. Among them, 2 protein spots were down-regulated in the MT group compared with that in the NS group, and 12 protein spots were up-regulated in the MT group compared with that in the NS group. Two kinds of proteins (NUDAA, ENOG) were verified by Western blotting and the results were consistent with proteomics data.
Conclusion: The optimized 2-DE profiles for the proteome of spinal cord tissue in rats with chronic morphine tolerance is established preliminarily, which showed that morphine tolerance can cause changes in the expression of various proteins in the spinal cord.
Animals
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Electrophoresis, Gel, Two-Dimensional
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Male
;
Morphine
;
Proteome
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Proteomics
;
Rats
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Rats, Sprague-Dawley
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Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
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Spinal Cord
6.Effects of autophagy activation on the apoptosis of GABA neurons in the dorsal horn of postherpetic neu-ralgia model mice
Aimin ZHANG ; Zongbin JIANG ; Ruilin HE ; Tingting CHEN ; Jian PAN
The Journal of Clinical Anesthesiology 2018;34(3):282-286
Objective To investigate the effects of different degrees of autophagy on the apop-tosis of GABAergic neurons in spinal dorsal horn of postherpetic neuralgia model mice. Methods Forty-eight Kunming mice,approximately 6-8 weeks of age and weighing 18-22 g,were randomly divided into four groups by a random digital generator of SPSS 19.0:resinotoxin+autoph-agy induction group (group PHN+Rapa),resinotoxin group (group PHN),resinotoxin+autophagy inhibitor group (group PHN+3-MA)and blank control group (group C),12 mice in each group. Group C was given no treatment,and the other groups were given intraperitoneal injection of 0.2 μg/g resiniferatoxin (RTX)to prepare PHN model.After successful model establishment,group PHN+Rapa was given Rapamycin (1 μg·kg-1·d-1),physiological saline was given to group PHN, group PHN+3-MA was given 2 μg·kg-1·d-1autophagy inhibitor 3-MA.The intraperitoneal injection was continued for 14 day.The mechanical withdrawal threshold (MWT)and the latent period of thermal withdrawal latency (TWL)were detected and the mice were killed after stability. The segments of L4-6spinal cord were extracted and the relative expressions of bcl-2,Bax and autoph-agy-associated protein LC3 were detected by western blot.Detection of the number of apoptotic cells in the spinal cord by fluorescence Tunel.The number of GABA intermediate neurons in the dorsal horn of the spinal cord was labeled by immunofluorescence.Results Compared with group C,the rel-ative expression level of Bax protein increased significantly,the LC3-II/I ratio and the number of ap-optotic cells increased significantly,the relative expression level of Bcl-2 protein and the number of GABA neurons in spinal dorsal horn were significantly reduced in other groups (P<0.05).Compared with group PHN,the LC3-II/I ratio and the relative expression level of Bax protein,the number of apoptotic cells increased significantly,the relative expression level of Bcl-2 protein and the number of GABA neurons in the spinal dorsal horn were significantly decreased of group PHN+Rapa (P<0.05).Compared with group PHN,the relative expression level of LC3-II/I ratio and Bax protein, the number of apoptotic cells decreased significantly,the relative expression level of Bcl-2 protein and the number of GABA neurons in spinal dorsal horn increased significantly of group PHN+3-MA,(P<0.05).Conclusion Over activation of autophagy may be one of the mechanisms leading to the ap-optosis of GABA neurons in the dorsal horn of the spinal cord in postherpetic neuralgia.

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