1.Construction of a prediction model for early hormone remission after prolactinoma surgery based on machine learning
Yanxia DENG ; Jiahui LIU ; Jing XU ; Weijie WANG ; Kun SUN ; Lianshu DING ; Jian JIANG
Chinese Journal of Clinical Medicine 2026;33(3):406-413
Objective To explore factors associated with early postoperative hormonal remission in patients with prolactinoma and to develop prediction models based on clinical and radiological features. Methods Data from 107 patients with prolactinoma who underwent transsphenoidal surgery at The First People’s Hospital of Huai’an, Nanjing Medical University between January 2020 and December 2024 was collected, included general clinical characteristics, preoperative laboratory indicators, and imaging features. Based on whether early postoperative prolactin (PRL) levels normalized, patients were divided into a remission group (n=76) and a non-remission group (n=31). Univariate logistic regression was used for preliminary evaluation of candidate variables, followed by LASSO regression for feature selection. Multiple machine learning models were constructed, including logistic regression, random forest, support vector machine, K-nearest neighbors, naive Bayes, decision tree, neural network, and gradient boosting decision tree (GBDT). All models were trained and evaluated using ten-fold cross-validation, with comprehensive assessment of model performance based on the area under the ROC curve (AUC), accuracy, sensitivity, specificity, precision, and F1 score. Results The maximum diameter of tumors in the non remission group was larger than that in the remission group (P=0.019), and the incidence of tumor stroke and preoperative PRL levels were significantly higher than those in the remission group (P<0.001). Univariate analysis showed that sex, maximum tumor diameter, tumor stroke, and preoperative PRL levels were influencing factors for early postoperative hormone response in patients with prolactinoma (P<0.05). The comparison results of machine learning models show that the neural network model performs the best (AUC=0.921) and has good clinical application value, followed by the GBDT model (AUC=0.893) and the support vector machine model (AUC=0.884). Other models also show certain predictive ability. Conclusions Sex, preoperative PRL levels, maximum tumor diameter, Hounsfield unit value, and tumor stroke are important factors affecting early hormone response after prolactinoma surgery. The machine learning model constructed based on the above variables has good predictive performance, and performs the best and has good clinical application value.
2.Efficacy analysis of modified endoscopic autologous cartilage eustachian tube pharyngeal orifice tubo-plasty on patulous eustachian tube
Jingcheng ZHOU ; Zhenhao FU ; Fangyuan WANG ; Jianping JIA ; Danheng ZHAO ; Ya LIU ; Li ZHU ; Kun HOU ; Mengyuan GUO ; Haoze ZHANG ; Yulin DING ; Xiaolong LI ; Zhaohui HOU
Journal of Audiology and Speech Pathology 2025;33(5):418-423
Objective This study aimed to investigate the efficacy of modified endoscopic autologous cartilage eustachian tube pharyngeal orifice tuboplasty(MEACETT)in patients with patulous eustachian tube(PET).Meth-ods A retrospective analysis was conducted on the clinical data of 27 patients(30 ears)diagnosed with PET who underwent MEACETT.Autologous cartilage was used through the incision at the posterior end of the inferior turbi-nate and filled into the lateral wall of the pharyngeal orifice of the eustachian tube.Without affecting the movement function of the eustachian tube during swallowing,the collapse of the pharyngeal orifice was fully filled.Before and after the surgery,the visual analogue scale(VAS),the eustachian tube dysfunction questionnaire-7(ETDQ-7)and hospital anxiety and depression scale(HADS)was used for assessment to evaluate the surgical efficacy.Results There was no significant difference in depression scores before and after surgery(P>0.05).However,postopera-tive anxiety scores,ETDQ-7 scores,and VAS scores were significantly lower than preoperative scores(P<0.05).Among the 27 patients,9 showed significant symptom relief,13 exhibited partial relief,and 5 had no significant change compared to preoperative symptoms.The overall response rate of the treatment(significant relief and partial relief)was 81.48%(22/27).All surgeries were successfully performed.Except for secretory otitis media occurring in 2 cases,no major complications were observed.Conclusion MEACETT demonstrates significant symptom relief in PET patients,with high surgical safety and low complication rates,making it worthy of clinical promotion.
3.Research on the diagnostic efficiency of the"R"value of tubomanometry in detecting patulous eusta-chian tube
Zhenhao FU ; Jingcheng ZHOU ; Jianping JIA ; Fangyuan WANG ; Danheng ZHAO ; Ya LIU ; Haoze ZHANG ; Mengyuan GUO ; Li ZHU ; Kun HOU ; Yulin DING ; Xiaolong LI ; Zhaohui HOU
Journal of Audiology and Speech Pathology 2025;33(5):429-433
Objective To evaluate the diagnostic efficacy of the R value in tubomanometry(TMM)for the di-agnosis of patulous eustachian tube(PET).Methods The clinical data of 58 patients with PET and 65 controls were retrospectively analyzed.TMM was performed on both groups under nasopharyngeal pressures of 30,40,and 50 mbar respectively.The diagnostic efficacy of the R value for PET was evaluated through receiver operating char-acteristic(ROC)curves.Results In the control group,the average R values under nasopharyngeal pressures of 30,40,and 50 mbar were 0.86±0.50,0.76±0.41,and 0.68±0.34 respectively.In contrast,the corresponding R values in the PET group were significantly lower,which were 0.56±0.38,0.50±0.36,and 0.46±0.38 respec-tively.According to the ROC curve analysis,the areas under the curve(AUC)at these pressures were 0.62,0.74,and 0.74 respectively.The specificity and sensitivity of the R value under nasopharyngeal pressures of 30,40,and 50 mbar were 76.90%and 54.30%,74.60%and 68.10%,86.90%and 54.30%,respectively.Under pressures of 30,40,and 50 mbar,the incidence rates of R>1 in the control group and the PET group were 29.23%(38/130)and 12.77%(12/94)(x2=8.69,P=0.003),20.00%(26/130)and 6.38%(6/94)(x2=7.20,P=0.007),10.00%(13/130)and 3.19%(3/94)(x2=2.87,P=0.09)respectively.Conclusion Although the low R value in TMM reflects the presence of PET to some extent,it does not provide adequate sensitivity and specificity to serve as an independent diagnostic criterion for PET.
4.Abdominal full-thickness skin graft combined with adipose stem cells in repairing soft tissue defects after resection of facial benign tumors
Xiao-feng PAN ; Pei-pei WANG ; Kun LIU ; Miao-miao ZHANG ; Wen-yuan DING
Journal of Regional Anatomy and Operative Surgery 2025;34(5):408-412
Objective To observe the clinical effect of abdominal full-thickness skin graft combined with adipose stem cells in repairing soft tissue defects after resection of facial benign tumors.Methods A total of 180 patients with soft tissue defects after resection of facial benign tumor in our hospital from January 2019 to June 2022 were selected,the study was designed by a double-blind method,and patients were divided into the observation group and the control group by a random number table method,with 90 cases in each group.Patients in the control group were repaired by abdominal full-thickness skin graft treatment,while these in the observation group were repaired by a combination of abdominal full-thickness skin graft and adipose stem cells.The scar status scores in the surgical area,clinical efficacy,incidence of complications and satisfaction of patients in the two groups were compared.Results Compared with preoperative results,the scores of color and thickness of scars,vascular distribution,and softness in face 6 months after surgery in both groups decreased,with statistically significant differences(P<0.05).Six months after surgery,the observation group had significantly lower scores on scar color and thickness,vascular distribution,and softness compared to the control group(P<0.05);there was no difference in the effective rate of the forehead,nose,eyelids,lips,or cheeks between the observation group and the control group(P>0.05);while the observation group had higher overall effective rate than the control group(P<0.05).There was no statistically significant difference in the incidence of complica-tions between the two groups(P>0.05).There was statistically significant difference in the distribution of the satisfaction of patients between the two groups(P<0.05),and the observation group showed significantly higher satisfaction of patients than the control group(P<0.05).Conclusion Abdominal full-thickness skin graft combined with adipose stem cells can improve facial scars in repairing soft tissue defects after resection of facial benign tumors,and enhance the repair effects and satisfaction of patients,with high safety.
5.Abdominal full-thickness skin graft combined with adipose stem cells in repairing soft tissue defects after resection of facial benign tumors
Xiao-feng PAN ; Pei-pei WANG ; Kun LIU ; Miao-miao ZHANG ; Wen-yuan DING
Journal of Regional Anatomy and Operative Surgery 2025;34(5):408-412
Objective To observe the clinical effect of abdominal full-thickness skin graft combined with adipose stem cells in repairing soft tissue defects after resection of facial benign tumors.Methods A total of 180 patients with soft tissue defects after resection of facial benign tumor in our hospital from January 2019 to June 2022 were selected,the study was designed by a double-blind method,and patients were divided into the observation group and the control group by a random number table method,with 90 cases in each group.Patients in the control group were repaired by abdominal full-thickness skin graft treatment,while these in the observation group were repaired by a combination of abdominal full-thickness skin graft and adipose stem cells.The scar status scores in the surgical area,clinical efficacy,incidence of complications and satisfaction of patients in the two groups were compared.Results Compared with preoperative results,the scores of color and thickness of scars,vascular distribution,and softness in face 6 months after surgery in both groups decreased,with statistically significant differences(P<0.05).Six months after surgery,the observation group had significantly lower scores on scar color and thickness,vascular distribution,and softness compared to the control group(P<0.05);there was no difference in the effective rate of the forehead,nose,eyelids,lips,or cheeks between the observation group and the control group(P>0.05);while the observation group had higher overall effective rate than the control group(P<0.05).There was no statistically significant difference in the incidence of complica-tions between the two groups(P>0.05).There was statistically significant difference in the distribution of the satisfaction of patients between the two groups(P<0.05),and the observation group showed significantly higher satisfaction of patients than the control group(P<0.05).Conclusion Abdominal full-thickness skin graft combined with adipose stem cells can improve facial scars in repairing soft tissue defects after resection of facial benign tumors,and enhance the repair effects and satisfaction of patients,with high safety.
6.Value of Ultrasonographic Features Combined With Immunohistochemistry in Predicting Axillary Lymph Node Metastasis in Middle-Aged Women With Breast Cancer.
Qian-Kun CHANG ; Wen-Ying WU ; Chun-Qiang BAI ; Zhi-Chao DING ; Wei-Fang WANG ; Ming-Han LIU
Acta Academiae Medicinae Sinicae 2025;47(4):550-556
Objective To investigate the value of ultrasonographic features combined with immunohistochemistry in predicting axillary lymph node metastasis in middle-aged women with breast cancer.Methods A retrospective analysis was conducted on 827 middle-aged female breast cancer patients who underwent surgical treatment at the Affiliated Hospital of Chengde Medical University from June 2017 to June 2023.Ultrasonographic and immunohistochemical information was collected,and the patients were randomly allocated into a training set(579 patients)and a validation set(248 patients).Univariate and multivariate Logistic regression analyses were performed to identify ultrasonographic and immunohistochemical risk factors associated with axillary lymph node metastasis in these patients,and a nomogram model was developed.Receiver operating characteristic curves and calibration curves were established to evaluate the performance of the nomogram model,and clinical decision curves were built to assess the clinical value of the model.Results The maximum diameter,morphology,boundary,calcification,and expression of human epidermal growth facor receptor 2 and Ki-67 in breast cancer lesions were identified as risk factors for predicting axillary lymph node metastasis in middle-aged women.The areas under the curve of the nomogram model on the training and validation sets were 0.747(0.707-0.787)and 0.714(0.647-0.780),respectively.Calibration curves and clinical decision curves indicated good consistency and performance of the model.Conclusion The nomogram model constructed based on ultrasonographic features and immunohistochemistry of the primary breast cancer lesion demonstrates high value in predicting axillary lymph node metastasis in middle-aged women with breast cancer.
Humans
;
Female
;
Breast Neoplasms/diagnostic imaging*
;
Middle Aged
;
Lymphatic Metastasis/diagnostic imaging*
;
Axilla
;
Retrospective Studies
;
Nomograms
;
Ultrasonography
;
Immunohistochemistry
;
Lymph Nodes/diagnostic imaging*
;
Risk Factors
;
Ki-67 Antigen
7.Immune checkpoint inhibitor-related T-cell-mediated rejection increases the risk of perioperative graft loss after liver transplantation.
Li PANG ; Yutian LIN ; Tao DING ; Yanfang YE ; Kenglong HUANG ; Fapeng ZHANG ; Xinjun LU ; Guangxiang GU ; Haoming LIN ; Leibo XU ; Kun HE ; Kwan MAN ; Chao LIU ; Wenrui WU
Chinese Medical Journal 2025;138(15):1843-1852
BACKGROUND:
Pre-transplant exposure to immune checkpoint inhibitors (ICIs) significantly increases the risk of allograft rejection after liver transplantation (LT); however, whether ICI-related rejection leads to increased graft loss remains controversial. Therefore, this study aimed to investigate the association between ICI-related allograft rejection and perioperative graft loss.
METHODS:
This was a retrospective analysis of adult liver transplant recipients with early biopsy-proven T-cell-mediated rejection (TCMR) at Liver Transplantation Center of Sun Yat-sen Memorial Hospital from June 2019 to September 2024. The pathological features, clinical characteristics, and perioperative graft survival were analyzed.
RESULTS:
Twenty-eight patients who underwent early TCMR between June 2019 and September 2024 were included. Based on pre-LT ICI exposure, recipients were categorized into ICI-related TCMR (irTCMR, n = 12) and conventional TCMR (cTCMR, n = 16) groups. Recipients with irTCMR had a higher median Banff rejection activity index (RAI) (6 vs . 5, P = 0.012) and more aggressive tissue damage and inflammation. Recipients with irTCMR showed higher proportion of treatment resistance, achieving a complete resolution rate of only 8/12 compared to 16/16 for cTCMR. Graft loss occurred in 5/12 of irTCMR recipients within 90 days after LT, with no graft loss in cTCMRs recipients. Cox analysis demonstrated that irTCMR with an ICI washout period of <30 days was an independent risk factor for perioperative graft loss (hazard ratio [HR], 6.540; 95% confidence interval [CI], 1.067-40.067, P = 0.042).
CONCLUSION
IrTCMR is associated with severe pathological features, increased resistance to treatment, and higher graft loss in adult liver transplant recipients.
Humans
;
Liver Transplantation/adverse effects*
;
Male
;
Female
;
Middle Aged
;
Retrospective Studies
;
Graft Rejection/immunology*
;
Immune Checkpoint Inhibitors/therapeutic use*
;
Adult
;
T-Lymphocytes/drug effects*
;
Graft Survival/immunology*
;
Aged
8.Efficacy analysis of modified endoscopic autologous cartilage eustachian tube pharyngeal orifice tubo-plasty on patulous eustachian tube
Jingcheng ZHOU ; Zhenhao FU ; Fangyuan WANG ; Jianping JIA ; Danheng ZHAO ; Ya LIU ; Li ZHU ; Kun HOU ; Mengyuan GUO ; Haoze ZHANG ; Yulin DING ; Xiaolong LI ; Zhaohui HOU
Journal of Audiology and Speech Pathology 2025;33(5):418-423
Objective This study aimed to investigate the efficacy of modified endoscopic autologous cartilage eustachian tube pharyngeal orifice tuboplasty(MEACETT)in patients with patulous eustachian tube(PET).Meth-ods A retrospective analysis was conducted on the clinical data of 27 patients(30 ears)diagnosed with PET who underwent MEACETT.Autologous cartilage was used through the incision at the posterior end of the inferior turbi-nate and filled into the lateral wall of the pharyngeal orifice of the eustachian tube.Without affecting the movement function of the eustachian tube during swallowing,the collapse of the pharyngeal orifice was fully filled.Before and after the surgery,the visual analogue scale(VAS),the eustachian tube dysfunction questionnaire-7(ETDQ-7)and hospital anxiety and depression scale(HADS)was used for assessment to evaluate the surgical efficacy.Results There was no significant difference in depression scores before and after surgery(P>0.05).However,postopera-tive anxiety scores,ETDQ-7 scores,and VAS scores were significantly lower than preoperative scores(P<0.05).Among the 27 patients,9 showed significant symptom relief,13 exhibited partial relief,and 5 had no significant change compared to preoperative symptoms.The overall response rate of the treatment(significant relief and partial relief)was 81.48%(22/27).All surgeries were successfully performed.Except for secretory otitis media occurring in 2 cases,no major complications were observed.Conclusion MEACETT demonstrates significant symptom relief in PET patients,with high surgical safety and low complication rates,making it worthy of clinical promotion.
9.Research on the diagnostic efficiency of the"R"value of tubomanometry in detecting patulous eusta-chian tube
Zhenhao FU ; Jingcheng ZHOU ; Jianping JIA ; Fangyuan WANG ; Danheng ZHAO ; Ya LIU ; Haoze ZHANG ; Mengyuan GUO ; Li ZHU ; Kun HOU ; Yulin DING ; Xiaolong LI ; Zhaohui HOU
Journal of Audiology and Speech Pathology 2025;33(5):429-433
Objective To evaluate the diagnostic efficacy of the R value in tubomanometry(TMM)for the di-agnosis of patulous eustachian tube(PET).Methods The clinical data of 58 patients with PET and 65 controls were retrospectively analyzed.TMM was performed on both groups under nasopharyngeal pressures of 30,40,and 50 mbar respectively.The diagnostic efficacy of the R value for PET was evaluated through receiver operating char-acteristic(ROC)curves.Results In the control group,the average R values under nasopharyngeal pressures of 30,40,and 50 mbar were 0.86±0.50,0.76±0.41,and 0.68±0.34 respectively.In contrast,the corresponding R values in the PET group were significantly lower,which were 0.56±0.38,0.50±0.36,and 0.46±0.38 respec-tively.According to the ROC curve analysis,the areas under the curve(AUC)at these pressures were 0.62,0.74,and 0.74 respectively.The specificity and sensitivity of the R value under nasopharyngeal pressures of 30,40,and 50 mbar were 76.90%and 54.30%,74.60%and 68.10%,86.90%and 54.30%,respectively.Under pressures of 30,40,and 50 mbar,the incidence rates of R>1 in the control group and the PET group were 29.23%(38/130)and 12.77%(12/94)(x2=8.69,P=0.003),20.00%(26/130)and 6.38%(6/94)(x2=7.20,P=0.007),10.00%(13/130)and 3.19%(3/94)(x2=2.87,P=0.09)respectively.Conclusion Although the low R value in TMM reflects the presence of PET to some extent,it does not provide adequate sensitivity and specificity to serve as an independent diagnostic criterion for PET.
10.Meta-analysis of the prognostic impact of surgical resection of gastroenteropancreatic neuroendocrine tumors with liver metastases
Wei WEI ; Lei SHEN ; Kun LIU ; Ruibo DING ; Yechuan XU
International Journal of Surgery 2024;51(5):314-318
Objective:To investigate the effect of surgical resection on the prognosis of patients with gastroenteropancreatic neuroendocrine tumors with liver metastases.Methods:Through meta-analysis, this study used "Gastroenteropancreatic neuroendocrine tumor" "liver metastasis" "liver resection" and "primary tumor". "resection" were English keywords, and the search period was from 1 January 2000 to 30 July 2022. CNKI, Pubmed, Embase, and the Cochrane library were searched for studies on liver metastases from gastroenteropancreatic neuroendocrine tumors. After quality evaluation of the included studies, a meta-analysis was performed using Review Manager 5.4.1 and STATA 17 software.Results:Complying with the standard total of 16 papers, systematic analysis showed that compared with non-surgical treatment, the mortality rate of patients treated surgically (primary tumor resection, liver metastasectomy, primary tumor resection + liver metastasectomy) was significantly lower, and the difference was statistically significant ( P<0.01); for patients with resectable liver metastases, primary tumor resection alone versus primary tumor resection + liver metastase for patients with resectable liver metastases, 5-year overall survival was statistically significant ( P<0.01) compared with primary tumor resection + liver metastases resection, and their primary tumor resection + liver metastases resection prolonged the median survival; for patients with liver metastases, 5-year survival was statistically different from the size of liver metastases to liver volume ( P<0.01), and metastases greater than 50% had poor prognosis. Conclusion:Surgical treatment can significantly improve the survival time of patients with neuroendocrine tumors with liver metastases, and resection of only the primary site or metastases is also effective in improving the prognosis of patients.

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