1.Construction of a machine learning prognostic prediction model based on psoas muscle index for patients with decompensated liver cirrhosis
Mingyang LUO ; Dong YAN ; Xin WANG ; Yingying WANG ; Huiling LI ; Yafei LI ; Fei GAO ; Can ZHANG ; Yanli ZENG
Chinese Journal of Hepatology 2025;33(7):667-673
Objective:To explore the effect of psoas muscle index (PMI) and construct a machine learning model to validate the 180-day prognosis in patients with decompensated liver cirrhosis.Methods:Retrospective data were collected from patients with decompensated liver cirrhosis at Henan Provincial People's Hospital from January 2022 to November 2022. The area of the psoas muscle index (PMI) at the level of the third lumbar vertebra was measured and calculated based on the abdominal X-ray computed tomography images stored in the Eastern China Hospital Information System (HIS). Patients were divided into low PMI and normal PMI groups according to the receiver operating characteristic curve. Patients clinical data and complication status were collected.The general conditions of both groups were compared using a t-test, chi-square test, and Mann-Whitney U test. The Kaplan-Meier method was applied for survival analysis. The outcome variable was 180-day mortality, and variables were selected using Cox and LASSO regression. The dataset was divided into training and testing sets in a 7∶3 ratio. Machine learning algorithms were used to build models in the training set, and model performance was validated by the test set. The model for MELD-Na score was compared with the model for End-Stage Liver Disease score. Results:A total of 298 patients with decompensated liver cirrhosis were included.The MELD scores, Child-Pugh classification, and NRS2002 scores, along with the incidence rate of complications such as ascites, hepatic encephalopathy, infections, and gastrointestinal bleeding, were significantly higher in the low PMI than the normal PMI group, with statistically significant differences ( P<0.05). The area under a receiver operating characteristic curve for the extreme gradient boosting model was higher than traditional clinical scores (MELD score 0.658, MELD_Na score 0.719) in the machine learning model. Furthermore, the application of SHAP results model indicated that PMI, hemoglobin, NRS2002 score, direct bilirubin, and blood ammonia were important factors in predicting the prognosis of patients with decompensated liver cirrhosis. Conclusion:A low PMI is closely related to poorer survival rates and the development of complication rates in patients with decompensated liver cirrhosis. The machine learning prediction model based on this construction, especially extreme gradient boosting, has favorable predictive performance, which is superior to the traditional clinical scoring system and can provide patients with the most accurate risk assessment and individualized treatment plan.
2.Risk factors of recurrent laryngeal nerve injury in microwave ablation for thyroid nodules:a study based on malignant risk stratification for nodule
Dong LIU ; Shunfan PU ; Mingyang HU ; Yawen WANG ; Linxue QIAN
China Medical Equipment 2025;22(5):1-5
Objective:To investigate the independent risk factors of recurrent laryngeal nerve(RLN)injury after microwave ablation(MWA)for thyroid nodules of different malignant stratification.Methods:The medical records of 240 patients,who underwent microwave ablation for thyroid nodules in the department of ultrasound,Beijing Friendship Hospital Affiliated to Capital Medical University from September 2022 to August 2024,were retrospectively selected.All thyroid nodule cases were categorized based on the American College of Radiology Thyroid Imaging Reporting and Data System(TI-RADS)classification criteria and whether occurred RLN injury during the ablation procedure.A total of 54 patients with RLN injury and 65 patients without RLN injury,who were classified as TI-RADS 4a or higher than that,were divided into the high-risk group,and 35 patients with RLN injury and 86 patients without RLN injury,who were classified below TI-RADS 4a,were divided into the low-risk group.And then,a series of parameters included the benign and malignant nodules,the upper diameter of nodules,the left and right diameters of nodules,anteroposterior diameters of nodules,the aspect ratio(>1,≤1),overall echo,calcification,location,cystic solidity,and ablation parameters were analyzed.The risk factors of RLN injury of two groups were analyzed by using single factor and multi factor analysis.Results:There were not significant differences in the benign and malignant nodules,the upper diameters of nodules,the left and right diameters of nodules,anteroposterior diameters of nodules,the volume of nodules,overall echo,calcification,ldiametersocation,and cystic solidity between high and low-risk groups(P>0.05).In high-risk group,the distance between nodules and esophageal groove of trachea was less or equal to 2mm,and the increase of nodule volume were independent risk factors for RLN injury(OR=4.199,1.002,P<0.05),respectively.In the low-risk group,the nodule,which location was on the Zuckerkandl tubercle(Z-nodule),was risk factor that significantly increased RLN injury(OR=3.296,P<0.05).Conclusion:For nodules with differently malignant risk,the anatomical location,volume parameters and optimized ablation plan should be paid special attention before surgery,so as to reduce the risk of RLN injury.
3.Clinical observation on the treatment of pubic symphysis separation syndrome with the combination of returning and squeezing, patting and pulling manoeuvre and pelvic fabric band fixation
Da WANG ; Jie LUO ; Shangquan WANG ; Mingyang CAI ; Guodong ZHAO ; Yongkeng FENG ; Dong YU
International Journal of Traditional Chinese Medicine 2025;47(5):619-623
Objective:To evaluate the clinical efficacy of returning, squeezing, patting and pulling orthopaedic manipulation combined with pelvic fabric tape fixation for the treatment of postpartum pubic symphysis separation.Methods:The clinical data of 80 patients with postpartum pubic symphysis separation from June 2015 to March 2019 were retrospectively analyzed, and all of them were given orthopaedic manipulative therapy using return squeezing and patting and pulling, once a week, for a total of 3 times. After the manipulative treatment, the patients were instructed to brake the pelvic fixation straps for not less than 8 h per day, and digital X-ray (DR) pelvic radiographs or ultrasound tests were performed before and after the treatment to measure the distance between the pubic symphysis. VAS scale was used to assess the degree of pain, and the Oswestry dysfunction index (ODI) was used to assess the degree of dysfunction. The clinical efficacy was evaluated.Results:After treatment of 80 patients, 6 showed significant improvement, 69 showed improvement, and 5 showed no improvement, with a total effective rate of 93.8%. Compared with before group, the inter-pubic symphysis distance [(15.09±3.10) mm, (12.01±4.36) mm, (9.64±0.30) mm, (8.18±1.56) mm vs. (19.35±1.08) mm, F=254.64] were significantly smaller at 1 week, 2 weeks, 3 weeks, and 1 month ( P<0.001); VAS scores (2.90±1.24, 1.29±0.88, 0.84±0.43, 0.56±0.32 vs. 6.11±2.93, F=122.60) were significantly lower than before treatment ( P<0.001); ODI (28.09±4.30, 22.01±4.95, 20.64±0.41, 14.18±1.36 vs. 45.43±4.01, F=734.17) were significantly reduced ( P<0.001). Conclusion:Returning, squeezing, patting and pulling orthopaedic manipulation combined with pelvic fabric tape fixation can quickly restore the separation distance of the pubic symphysis, reduce local pain and improve lumbosacral function.
4.Mechanism of γ-bungarotoxin induced respiratory disorder in mice
Mingyang HUO ; Wei CHEN ; Na ZHAO ; Chengbiao SUN ; Mingxin DONG ; Yan WANG ; Na XU ; Wensen LIU
Chinese Journal of Pharmacology and Toxicology 2025;39(2):118-128
OBJECTIVE To investigate the roles and mechanisms of γ-bungarotoxin(γ-BGT)in inducing respiratory distress in mice.METHODS Six male Kunming mice were selected and anesthe-tized before tracheal intubation and respiratory recording.After stabilizing respiration,the mice were intraperitoneally injected with γ-BGT at a dose of 6 mg·kg-1.Once a decrease in respiratory frequency was observed,the mice were intravenously injected with nikethamide at a dose of 12.5 mg·kg-1.Respi-ratory frequency was monitored using the BL420 signal acquisition and processing system.Male Kunming mice were randomly divided into the normal control group(saline,ip),γ-BGT group(6 mg·kg-1,ip),and γ-BGT+nikethamide group(γ-BGT 6 mg·kg-1,ip,followed by nikethamide 12.5 mg·kg-1,ip,when shal-low breathing and enhanced abdominal respiration were observed).The levels of Glu and GABA in the medulla oblongata were measured using ELISA.The protein expression levels of GAD65 and GAD67 in the medulla oblongata were determined by Western blotting.Primary mouse medullary neurons were cultured in vitro and divided into the following groups:cell control group,γ-BGT group,carbachol group,gallamine group,γ-BGT+H-89 group,and γ-BGT+Y-27632 group.The γ-BGT group,carbachol group,and gallamine group were incubated with γ-BGT(40 mg·L-1),carbachol(100 mmol·L-1),and gallamine(100 mmol·L-1),respectively,for 4 h.The γ-BGT+H-89 and γ-BGT+Y-27632 groups were pretreated with γ-BGT(40 mg·L-1)for 4 h,followed by incubation with the protein kinase A(PKA)inhibitor H-89(50 mmol·L-1)and the Ca2+channel inhibitor Y-27632(50 mmol·L-1)for another 2 h,respectively.ELISA was used to measure the levels of Glu,GABA,cAMP,and calpain in the primary mouse medul-lary neurons.Western blotting was employed to assess the protein expression levels of GAD65 and GAD67,and PKA phosphorylation levels.Fluo-4 fluorescent probe was used to detect the intracellular Ca2+level.RESULTS The respiratory rate of mice significantly decreased after iv administration of γ-BGT(γ-BGT group)(P<0.05).After treatment with nikethamide(nikethamide group),the respiratory rate significantly recovered(P<0.05).Compared with the normal control group,the γ-BGT group exhib-ited a significant decrease in Glu content(P<0.05),a significant increase in GABA content(P<0.05),and a significant decrease in the Glu/GABA ratio.Additionally,the protein expression levels of GAD65 and GAD67 were significantly elevated(P<0.05).Compared with the γ-BGT group,the γ-BGT+niketh-amide group showed a significant increase in Glu content(P<0.05),a significant decrease in GABA content(P<0.05),a significant increase in the Glu/GABA ratio,and a significant reduction in GAD65 and GAD67 protein expression levels(P<0.05).Compared to the cell control group,the γ-BGT group demonstrated a significant decrease in Glu content(P<0.05),a significant increase in GABA content(P<0.05),and a significant reduction in the Glu/GABA ratio.Furthermore,the protein expression levels of GAD65 and GAD67 were significantly elevated(P<0.05).Additionally,cAMP content,PKA phosphor-ylation levels,Ca2+levels,and calpain activity were all significantly increased(all P<0.05).Glu,GABA,Glu/GABA ratio,and GAD expression levels in the γ-BGT group changed in the same way as in the gallamine group;In the γ-BGT+Y-27632 group,calpain activity and expression levels of GAD65 and GAD67 were all significantly decreased(all P<0.05).In the γ-BGT+H-89 group,Ca2+levels and calpain activity were significantly reduced(all P<0.05).CONCLUSION γ-BGT-induced poisoning can lead to respiratory distress in mice,possibly through the antagonism of M2 muscarinic acetylcholine receptors in medullary neurons,activation of the cAMP/PKA signaling pathway,elevation of intracellular Ca2+levels,and increased expression and activity of GAD,resulting in an imbalance of Glu and GABA in the medulla.
5.Construction of a machine learning prognostic prediction model based on psoas muscle index for patients with decompensated liver cirrhosis
Mingyang LUO ; Dong YAN ; Xin WANG ; Yingying WANG ; Huiling LI ; Yafei LI ; Fei GAO ; Can ZHANG ; Yanli ZENG
Chinese Journal of Hepatology 2025;33(7):667-673
Objective:To explore the effect of psoas muscle index (PMI) and construct a machine learning model to validate the 180-day prognosis in patients with decompensated liver cirrhosis.Methods:Retrospective data were collected from patients with decompensated liver cirrhosis at Henan Provincial People's Hospital from January 2022 to November 2022. The area of the psoas muscle index (PMI) at the level of the third lumbar vertebra was measured and calculated based on the abdominal X-ray computed tomography images stored in the Eastern China Hospital Information System (HIS). Patients were divided into low PMI and normal PMI groups according to the receiver operating characteristic curve. Patients clinical data and complication status were collected.The general conditions of both groups were compared using a t-test, chi-square test, and Mann-Whitney U test. The Kaplan-Meier method was applied for survival analysis. The outcome variable was 180-day mortality, and variables were selected using Cox and LASSO regression. The dataset was divided into training and testing sets in a 7∶3 ratio. Machine learning algorithms were used to build models in the training set, and model performance was validated by the test set. The model for MELD-Na score was compared with the model for End-Stage Liver Disease score. Results:A total of 298 patients with decompensated liver cirrhosis were included.The MELD scores, Child-Pugh classification, and NRS2002 scores, along with the incidence rate of complications such as ascites, hepatic encephalopathy, infections, and gastrointestinal bleeding, were significantly higher in the low PMI than the normal PMI group, with statistically significant differences ( P<0.05). The area under a receiver operating characteristic curve for the extreme gradient boosting model was higher than traditional clinical scores (MELD score 0.658, MELD_Na score 0.719) in the machine learning model. Furthermore, the application of SHAP results model indicated that PMI, hemoglobin, NRS2002 score, direct bilirubin, and blood ammonia were important factors in predicting the prognosis of patients with decompensated liver cirrhosis. Conclusion:A low PMI is closely related to poorer survival rates and the development of complication rates in patients with decompensated liver cirrhosis. The machine learning prediction model based on this construction, especially extreme gradient boosting, has favorable predictive performance, which is superior to the traditional clinical scoring system and can provide patients with the most accurate risk assessment and individualized treatment plan.
6.Mechanism of γ-bungarotoxin induced respiratory disorder in mice
Mingyang HUO ; Wei CHEN ; Na ZHAO ; Chengbiao SUN ; Mingxin DONG ; Yan WANG ; Na XU ; Wensen LIU
Chinese Journal of Pharmacology and Toxicology 2025;39(2):118-128
OBJECTIVE To investigate the roles and mechanisms of γ-bungarotoxin(γ-BGT)in inducing respiratory distress in mice.METHODS Six male Kunming mice were selected and anesthe-tized before tracheal intubation and respiratory recording.After stabilizing respiration,the mice were intraperitoneally injected with γ-BGT at a dose of 6 mg·kg-1.Once a decrease in respiratory frequency was observed,the mice were intravenously injected with nikethamide at a dose of 12.5 mg·kg-1.Respi-ratory frequency was monitored using the BL420 signal acquisition and processing system.Male Kunming mice were randomly divided into the normal control group(saline,ip),γ-BGT group(6 mg·kg-1,ip),and γ-BGT+nikethamide group(γ-BGT 6 mg·kg-1,ip,followed by nikethamide 12.5 mg·kg-1,ip,when shal-low breathing and enhanced abdominal respiration were observed).The levels of Glu and GABA in the medulla oblongata were measured using ELISA.The protein expression levels of GAD65 and GAD67 in the medulla oblongata were determined by Western blotting.Primary mouse medullary neurons were cultured in vitro and divided into the following groups:cell control group,γ-BGT group,carbachol group,gallamine group,γ-BGT+H-89 group,and γ-BGT+Y-27632 group.The γ-BGT group,carbachol group,and gallamine group were incubated with γ-BGT(40 mg·L-1),carbachol(100 mmol·L-1),and gallamine(100 mmol·L-1),respectively,for 4 h.The γ-BGT+H-89 and γ-BGT+Y-27632 groups were pretreated with γ-BGT(40 mg·L-1)for 4 h,followed by incubation with the protein kinase A(PKA)inhibitor H-89(50 mmol·L-1)and the Ca2+channel inhibitor Y-27632(50 mmol·L-1)for another 2 h,respectively.ELISA was used to measure the levels of Glu,GABA,cAMP,and calpain in the primary mouse medul-lary neurons.Western blotting was employed to assess the protein expression levels of GAD65 and GAD67,and PKA phosphorylation levels.Fluo-4 fluorescent probe was used to detect the intracellular Ca2+level.RESULTS The respiratory rate of mice significantly decreased after iv administration of γ-BGT(γ-BGT group)(P<0.05).After treatment with nikethamide(nikethamide group),the respiratory rate significantly recovered(P<0.05).Compared with the normal control group,the γ-BGT group exhib-ited a significant decrease in Glu content(P<0.05),a significant increase in GABA content(P<0.05),and a significant decrease in the Glu/GABA ratio.Additionally,the protein expression levels of GAD65 and GAD67 were significantly elevated(P<0.05).Compared with the γ-BGT group,the γ-BGT+niketh-amide group showed a significant increase in Glu content(P<0.05),a significant decrease in GABA content(P<0.05),a significant increase in the Glu/GABA ratio,and a significant reduction in GAD65 and GAD67 protein expression levels(P<0.05).Compared to the cell control group,the γ-BGT group demonstrated a significant decrease in Glu content(P<0.05),a significant increase in GABA content(P<0.05),and a significant reduction in the Glu/GABA ratio.Furthermore,the protein expression levels of GAD65 and GAD67 were significantly elevated(P<0.05).Additionally,cAMP content,PKA phosphor-ylation levels,Ca2+levels,and calpain activity were all significantly increased(all P<0.05).Glu,GABA,Glu/GABA ratio,and GAD expression levels in the γ-BGT group changed in the same way as in the gallamine group;In the γ-BGT+Y-27632 group,calpain activity and expression levels of GAD65 and GAD67 were all significantly decreased(all P<0.05).In the γ-BGT+H-89 group,Ca2+levels and calpain activity were significantly reduced(all P<0.05).CONCLUSION γ-BGT-induced poisoning can lead to respiratory distress in mice,possibly through the antagonism of M2 muscarinic acetylcholine receptors in medullary neurons,activation of the cAMP/PKA signaling pathway,elevation of intracellular Ca2+levels,and increased expression and activity of GAD,resulting in an imbalance of Glu and GABA in the medulla.
7.Risk factors of recurrent laryngeal nerve injury in microwave ablation for thyroid nodules:a study based on malignant risk stratification for nodule
Dong LIU ; Shunfan PU ; Mingyang HU ; Yawen WANG ; Linxue QIAN
China Medical Equipment 2025;22(5):1-5
Objective:To investigate the independent risk factors of recurrent laryngeal nerve(RLN)injury after microwave ablation(MWA)for thyroid nodules of different malignant stratification.Methods:The medical records of 240 patients,who underwent microwave ablation for thyroid nodules in the department of ultrasound,Beijing Friendship Hospital Affiliated to Capital Medical University from September 2022 to August 2024,were retrospectively selected.All thyroid nodule cases were categorized based on the American College of Radiology Thyroid Imaging Reporting and Data System(TI-RADS)classification criteria and whether occurred RLN injury during the ablation procedure.A total of 54 patients with RLN injury and 65 patients without RLN injury,who were classified as TI-RADS 4a or higher than that,were divided into the high-risk group,and 35 patients with RLN injury and 86 patients without RLN injury,who were classified below TI-RADS 4a,were divided into the low-risk group.And then,a series of parameters included the benign and malignant nodules,the upper diameter of nodules,the left and right diameters of nodules,anteroposterior diameters of nodules,the aspect ratio(>1,≤1),overall echo,calcification,location,cystic solidity,and ablation parameters were analyzed.The risk factors of RLN injury of two groups were analyzed by using single factor and multi factor analysis.Results:There were not significant differences in the benign and malignant nodules,the upper diameters of nodules,the left and right diameters of nodules,anteroposterior diameters of nodules,the volume of nodules,overall echo,calcification,ldiametersocation,and cystic solidity between high and low-risk groups(P>0.05).In high-risk group,the distance between nodules and esophageal groove of trachea was less or equal to 2mm,and the increase of nodule volume were independent risk factors for RLN injury(OR=4.199,1.002,P<0.05),respectively.In the low-risk group,the nodule,which location was on the Zuckerkandl tubercle(Z-nodule),was risk factor that significantly increased RLN injury(OR=3.296,P<0.05).Conclusion:For nodules with differently malignant risk,the anatomical location,volume parameters and optimized ablation plan should be paid special attention before surgery,so as to reduce the risk of RLN injury.
8.Effect of transcutaneous auricular vagus nerve stimulation on tourniquet-induced hypertension in patients undergoing anterior cruciate ligament reconstruction
Qi ZHOU ; Mingyang GAO ; Lili YU ; Yanan LI ; Xuguang CHEN ; Peixia YU ; Yahui ZHANG ; Jiangtao DONG ; Qiujun WANG
Chinese Journal of Anesthesiology 2024;44(3):272-276
Objective:To evaluate the effect of transcutaneous auricular vagus nerve stimulation (taVNS) on tourniquet-induced hypertension (TIH) in the patients undergoing anterior cruciate ligament reconstruction.Methods:Seventy-four patients of either sex, aged 18-60 yr, of American Society of Anesthesiologists Physical Status classification I or II, with body mass index of 18-30 kg/m 2, undergoing elective anterior cruciate ligament reconstruction under general anesthesia combined with preoperative femoral nerve block, were divided into 2 groups ( n=37 each) using a random number table method: sham stimulation group (group SS) and group taVNS. Group SS received stimulation on the ear lobe and the tail of the helix of the left ear. Group taVNS received stimulation on the cymba concha and the earlobe of the left ear. Both groups received stimulation from 1 h before induction of anesthesia until the end of the procedure (frequency of 30 Hz, pulse width of 300 μs, and amplitude of the strongest current that could be tolerated by the patient in the absence of pain). The tourniquet inflation pressure was 280 mmHg, with an inflation time of 60-90 min. Systolic blood pressure, diastolic blood pressure and heart rate were recorded before tourniquet inflation to assess the development of intraoperative TIH. The consumption of intraoperative propofol, remifentanil, nitroglycerin, esmolol, norepinephrine and atropine was recorded, and the occurrence of postoperative nausea and vomiting, skin itching and headache and dizziness was also recorded. Results:Compared with group SS, the incidence of TIH and the number of patients used nitroglycerin were significantly reduced ( P<0.05), and no significant changes were found in the other parameters in group taVNS ( P>0.05). Conclusions:taVNS can decrease the occurrence of TIH in the patients undergoing anterior cruciate ligament reconstruction.
9.Quality control of the technology method of clinical comprehensive drug evaluation
Shu WANG ; Mingyang DONG ; Pengjun CHEN ; Lingyan JIAN
China Pharmacy 2023;34(3):275-279
At present, there are still some problems in China’s clinical comprehensive drug evaluation, such as the unscientific design of the evaluation content, the nonstandard evaluation method and organizational process, and the evaluation results not meeting the decision-making needs. It is urgent to carry out quality control over the whole process of the clinical comprehensive drug evaluation project. From the technical point of view, the quality control methods of clinical comprehensive drug evaluation are discussed through three links of the evaluation content and design (giving the quality control key points of the theme selection process and scheme design), the evaluation method (discussing the quality control elements of two common evaluation methods, i. e. documentary evidence method and real-world research) and result application transformation (giving suggestions on quality control from the comprehensive analysis of evaluation results, transformation of evaluation results and decision-making), so as to promote the quality improvement of clinical comprehensive drug evaluation.
10.Construction of drug clinical comprehensive evaluation index system and quantitative grading by using analytic hierarchy model
Mingyang DONG ; Pengjun CHEN ; Shu WANG ; Lingyan JIAN
China Pharmacy 2023;34(11):1298-1301
OBJECTIVE To construct the drug clinical comprehensive evaluation index system and quantitative grading in China, and to provide a reference for scientifically carrying out comprehensive clinical evaluation of drugs. METHODS The analytic hierarchy model was used to establish the drug clinical comprehensive evaluation index system, the weight of the evaluation index and the quantitative grading of each index were determined through expert consultation and model calculation. RESULTS The results of expert consultation were integrated by using the analytic hierarchy model, and the drug clinical comprehensive evaluation index system was obtained: including six first-level indicators of effectiveness, safety, economy, suitability, accessibility and innovation, as well as twenty-three second-level indicators of recommended status, medication for special populations, and drug treatment costs; the weight of each indicator was calculated through estimation-matrix method. CONCLUSIONS The analytic hierarchy model can construct the drug clinical comprehensive evaluation index system and quantitative grading in China, which can provide methodological references for comprehensive analysis and decision-making, thus making the clinical comprehensive evaluation of drugs completer and more scientific.

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