Objective To observe the value of machine learning(ML)models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumor(APT)/parathyroid carcinoma(PC)and parathyroid adenoma(PA).Methods Totally 330 primary hyperparathyroidism patients who underwent surgical treatments were retrospectively enrolled and categorized into APT/PC group(n=78)and PA group(n=252)according to surgical pathology and clinical follow-up results,also divided into training set(n=231)and test set(n=99)at the ratio of 7∶3.Based on preoperative ultrasound,545 radiomics features were extracted,and recursive feature elimination(RFE),Kruskal-Wallis or analysis of variance methods were used to screen the features,respectively.Support vector machine(SVM),linear discriminant analysis(LDA),least absolute shrinkage and selection operator logistic regression(LRLASSO),also random forest(RF)and decision tree(DT)algorithms were adopted to construct ML models for differentiating APT/PC and PA,respectively.Then the models were trained in training set,their performance were verified in test set,and a 5-fold cross-validation was adopted to screen out the better combinations.Results Compared with Kruskal-Wallis and analysis of variance methods,the distinguishing efficacy of SVM,LDA,LRLASSO,RF and DT models constructed based on features screened out using RFE method in training set(area under the curve[AUC]=0.870,0.878,0.850,0.847,1.000)and test set(AUC=0.856,0.842,0.827,0.847 and 0.704)were all relatively higher.In test set,the AUC of SVM,LDA,LRLASSO and RF models constructed based on the features screened out using RFE method(included 25,23,17 and 23 features)were all higher than that of DT model(8 features)(all P＜0.001).No significant difference of AUC was found between SVM,LRLASSO or RF models and LDA model(all P＞0.05).The AUC of SVM and RF models were higher than that of LRLASSO model(both P＜0.05),while of SVM and RF models were not significantly different(P＞0.05),indicating that SVM,LDA and RF models were better ones.Conclusion SVM,LDA,LRLASSO,RF and DT models based on ultrasound radiomics could effectively distinguish APT/PC and PA preoperatively,among which SVM,LDA and RF models had better diagnostic efficacy.

Objective To observe the value of machine learning(ML)models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumor(APT)/parathyroid carcinoma(PC)and parathyroid adenoma(PA).Methods Totally 330 primary hyperparathyroidism patients who underwent surgical treatments were retrospectively enrolled and categorized into APT/PC group(n=78)and PA group(n=252)according to surgical pathology and clinical follow-up results,also divided into training set(n=231)and test set(n=99)at the ratio of 7∶3.Based on preoperative ultrasound,545 radiomics features were extracted,and recursive feature elimination(RFE),Kruskal-Wallis or analysis of variance methods were used to screen the features,respectively.Support vector machine(SVM),linear discriminant analysis(LDA),least absolute shrinkage and selection operator logistic regression(LRLASSO),also random forest(RF)and decision tree(DT)algorithms were adopted to construct ML models for differentiating APT/PC and PA,respectively.Then the models were trained in training set,their performance were verified in test set,and a 5-fold cross-validation was adopted to screen out the better combinations.Results Compared with Kruskal-Wallis and analysis of variance methods,the distinguishing efficacy of SVM,LDA,LRLASSO,RF and DT models constructed based on features screened out using RFE method in training set(area under the curve[AUC]=0.870,0.878,0.850,0.847,1.000)and test set(AUC=0.856,0.842,0.827,0.847 and 0.704)were all relatively higher.In test set,the AUC of SVM,LDA,LRLASSO and RF models constructed based on the features screened out using RFE method(included 25,23,17 and 23 features)were all higher than that of DT model(8 features)(all P＜0.001).No significant difference of AUC was found between SVM,LRLASSO or RF models and LDA model(all P＞0.05).The AUC of SVM and RF models were higher than that of LRLASSO model(both P＜0.05),while of SVM and RF models were not significantly different(P＞0.05),indicating that SVM,LDA and RF models were better ones.Conclusion SVM,LDA,LRLASSO,RF and DT models based on ultrasound radiomics could effectively distinguish APT/PC and PA preoperatively,among which SVM,LDA and RF models had better diagnostic efficacy.

Objective To study the core behavioral symptoms,biological indicators,and pathological changes of a mouse model of breast cancer complicated with depression induced using 4T1 breast cancer cell inoculation combined with chronic restraint stress(CRS).Methods BABL/c mice were randomly divided into Control,Stress,Tumor,and stress combined with tumor(S+T)groups.Mice in the tumor and S+T groups were inoculated under the front legs with breast cancer 4T1 cells.After tumor formation,mice in the stress and S+T groups were subjected to CRS for 21 days.The body weight and food intake of each group were monitored during modeling.After the experiment,the occurrence of depression-like behavior of mice in each group was evaluated by sucrose preference test,open field test,elevated plus-maze test,and forced swimming test.After the mice were decapitated,the weights and volumes of the tumors were measured.Concentrations of serum tumor markers,including carbohydrate antigen(CA199),carcinoembryonic antigen(CEA),and vascular endothelial growth factor(VEGF),and related neurotransmitters,including 5-hydroxytryptamine(5-HT),norepinephrine(NE),and corticosterone(CORT),were determined using ELISA.HE staining was used to observe histopathological changes to the hippocampus and tumor.Results In S+T group mice,body weight and food intake were significantly decreased,tumor weight and volume were significantly increased,serum tumor marker(CA199,CEA,VEGF)levels were significantly increased,enthusiasm and desire to explore a new environment were reduced,stress and despair behaviors were significantly increased,and levels of the serum neurotransmitters 5-HT and NE and levels of CORT were significantly increased.In addition,the cell arrangement in the tumor tissue was loose,the amount of intercellular substance decreased,the pathological nuclear classification phase was increased,the arrangement and morphology of neurons in the CA3 region of the hippocampus were disordered,and there were obvious nuclear vacuolation-like changes.Conclusions A mouse model of breast cancer complicated with depression induced by 4T1 breast cancer cell inoculation combined with CRS showed the typical dual symptoms and biological indicators of breast cancer and depression and can be used as a good reference model for experimental studies of breast cancer complicated with depression.

Objective To investigate the effect of intrarectal local anesthesia (IRLA) with heated oxybuprocaine gel on pain during transrectal ultrasound guided prostate biopsy (TRUSPB).Methods A total of 150 cases patients who underwent TRUSPB in Huzhou Central Hospital from January to June 2023 were prospectively taken into.The patients were randomly divided into group A (routine group),group B (oxybuprocaine gel for IRLA at room temperature) and group C (oxybuprocaine gel for IRLA at 40℃),with 50 cases in each group.Nurses who were unaware of the anesthesia type used visual analog scale (VAS) to score the pain level of patients at each stage (VAS Ⅰ:when the ultrasound probe was inserted into the rectum;VAS Ⅱ:during the biopsy;VAS Ⅲ:30 minutes after biopsy),and the incidence of complications after biopsy were compared.Results The VAS Ⅱ score of group C was lower than that of group A and group B,and the difference was statistically significant (P<0.05).There was no statistically significant difference (P>0.05) in the VAS Ⅰ,VAS Ⅲ scores,and incidence of complications after biopsy among the three groups.There was no allergic reaction to oxybuprocaine gel.Conclusion In TRUSPB,IRLA with heated oxybuprocaine gel can effectively control pain without increasing incidence of complications.

Objective:To summarize the clinical characteristics of primary retroperitoneal tumors (PRT).Methods:All PRT cases undergoing surgical resection during recent 10 years at our center were retrospectively analyzed.Results:Tumors in all 92 cases were of malignant in 64 cases, borderline in 10 and benign PRT in 18, among which liposarcoma and leiomyosarcoma were the most common types. The tumor size and Ki-67 was significantly higher in malignant compared to borderline or benign PRT. The multifocal rate was 50%, en-bloc resection rate was 72%, R 0 rate was 61%, and combined organ resection rate was 41% in malignant PRTs. Small intestine and the colon were the most frequently resected organs. During 9.3 years of follow-up period, the 1-, 3- and 5-year cumulative reoperation rate of malignant PRT was 10.6%, 44.7% and 62.9%, respectively, and the median re-operation period was 4.0 years. The 1-, 3- and 5-year cumulative survival rate was 90.1%, 73.0% and 64.2%, respectively, and the median survival period was 6.1 years. None of postoperative borderline or benign PRT recurred or needed re-operation or deceased. Conclusion:Most of PRTs were malignant, presenting themsehies as a challenge to surgery with unfaror prognosis.

The mechanism of major depressive disorder (MDD) is complex, and immune inflammation is one of the pathological mechanisms of MDD. To study the relationship between inflammatory factors and brain structure or function of MDD, and to cross-analyze the inflammatory molecules and neuroimaging features,it can be used to classify MDD, explore new MDD biomarkers and treatment targets, and determine the prognosis. This article aims to review and summarize the previous studies on the association between inflammatory molecules and neuroimaging features in major depressive disorder, and to propose possible future research directions.

The mechanism of major depressive disorder (MDD) is complex, and immune inflammation is one of the pathological mechanisms of MDD. To study the relationship between inflammatory factors and brain structure or function of MDD, and to cross-analyze the inflammatory molecules and neuroimaging features,it can be used to classify MDD, explore new MDD biomarkers and treatment targets, and determine the prognosis. This article aims to review and summarize the previous studies on the association between inflammatory molecules and neuroimaging features in major depressive disorder, and to propose possible future research directions.

Objective:Petersen hernia is a rare but severe complication after gastrectomy, which has been reported by very few studies. This study is dedicated to summarize the clinical characteristics and management of Petersen hernia after gastrectomy in patients with gastric cancer in order to provide reference to clinical practice.Methods:A descriptive case-control study was carried out. All the qualified patients were screened from the database of digestive malignancies in Nanjing Drum Tower Hospital. The inclusion criteria were as follows: Petersen hernia confirmed during operation; previous gastrectomy history due to gastric cancer; complete clinical data. The clinical manifestation, perioperative data and follow-up outcome were summarized.Results:A total of 12 qualified patients were included. They were all male with a mean age of (65.3±8.5) years old, and whose clinical presentation had last for (6~143) hours (median: 21 hours). Common complaints included abdominal pain and bloating. All the patients were admitted to the emergency department. Preoperative CT showed dilatation and effusion of small intestine. Other imaging manifestations included whirlpool sign, target sign, mesenteric retraction or congestion and edema, abdominal and pelvic effusion, etc. Hematological examination showed white blood cell count, ratio of neutrophils, procalcitonin and C-reactive protein were higher than the normal range. The median interval to previous gastrectomy is 20.5 (0.5-55.0) months. The previous gastrectomy of 12 cases included 2 cases of laparoscopic surgery and 10 of laparotomies. Ten cases underwent emergency surgery immediately, and 2 cases underwent surgery after ineffective conservative treatment. Six cases received small bowel restoration without bowel resection, and the other 6 cases received small bowel resection with a mean length of 76 (11~300) cm. Six cases were transferred into ICU with a stay of (2.5±0.8) days. One case deceased at postoperative day 2, due to subtotal small bowel resection, and the other 11 cases survived without grade III or above complication according to Clavien-Dindo classification. The overall postoperative hospitalization was (9.2±3.6) days. During the postoperative follow-up, no acute gastrointestinal symptoms or acute abdomen recurred.Conclusions:Petersen hernia is more common in male, whose onset and progress are rapid and emergent, and prognosis is poor.

Objective:Petersen hernia is a rare but severe complication after gastrectomy, which has been reported by very few studies. This study is dedicated to summarize the clinical characteristics and management of Petersen hernia after gastrectomy in patients with gastric cancer in order to provide reference to clinical practice.Methods:A descriptive case-control study was carried out. All the qualified patients were screened from the database of digestive malignancies in Nanjing Drum Tower Hospital. The inclusion criteria were as follows: Petersen hernia confirmed during operation; previous gastrectomy history due to gastric cancer; complete clinical data. The clinical manifestation, perioperative data and follow-up outcome were summarized.Results:A total of 12 qualified patients were included. They were all male with a mean age of (65.3±8.5) years old, and whose clinical presentation had last for (6~143) hours (median: 21 hours). Common complaints included abdominal pain and bloating. All the patients were admitted to the emergency department. Preoperative CT showed dilatation and effusion of small intestine. Other imaging manifestations included whirlpool sign, target sign, mesenteric retraction or congestion and edema, abdominal and pelvic effusion, etc. Hematological examination showed white blood cell count, ratio of neutrophils, procalcitonin and C-reactive protein were higher than the normal range. The median interval to previous gastrectomy is 20.5 (0.5-55.0) months. The previous gastrectomy of 12 cases included 2 cases of laparoscopic surgery and 10 of laparotomies. Ten cases underwent emergency surgery immediately, and 2 cases underwent surgery after ineffective conservative treatment. Six cases received small bowel restoration without bowel resection, and the other 6 cases received small bowel resection with a mean length of 76 (11~300) cm. Six cases were transferred into ICU with a stay of (2.5±0.8) days. One case deceased at postoperative day 2, due to subtotal small bowel resection, and the other 11 cases survived without grade III or above complication according to Clavien-Dindo classification. The overall postoperative hospitalization was (9.2±3.6) days. During the postoperative follow-up, no acute gastrointestinal symptoms or acute abdomen recurred.Conclusions:Petersen hernia is more common in male, whose onset and progress are rapid and emergent, and prognosis is poor.

Objective To study the radiation dose distribution in the X-ray room,and provide the strategy of radiation protection for the medical staff and the patient’s nursing who had to enter the room while the X-ray was exposing.Methods The thermolumi-nescent dosemeters(TLDs)was placed around the center of the X-ray tube with the same level of the bed.Then,exposure parame-ters,including the X-ray tube voltage value and the field of view,were changed for different groups while exposing.All of the TLDs were taken back to the lab for analysis.Results The differences between the two groups which had the same distance in different di-rections were statistically significant (P <0.01).With the same radiographic condition and direction,the radiation dose on the site of 10 cm from X-ray tube center was the maximum,while the site of 120 cm was the minimum.With the same radiographic condition and distance,the radiation dose on the anode side of the X-ray tube in the room was relative lower,while the site behind the X-ray tube was relative higher.With the same voltage value,distance and direction,the same sites that had the smaller FOV(34 cm×34 cm) received lower radiation dose than those with larger FOV(52.6 cm× 52.6 cm).Meanwhile,the sites with the voltage of 70 kV re-ceived the lower radiation dose than that with the voltage value of 120 kV.Conclusion In the X-ray room,the medical staff and the patient’s nursing can choose the area on the right side(anode side),keep far away from the X-ray tube center,avoid the rear of the X-ray tube and the cathodic direction of the X-ray tube to reduce the radiation dose.