1.Construction and validation of a machine learning model for preoperative prediction of perineural invasion status in intrahepatic cholangiocarcinoma
Zuochao QI ; Zhenwei YANG ; Qingshan LI ; Hao YUAN ; Pengyu CHEN ; Haofeng ZHANG ; Yanbo WANG ; Dongxiao LI ; Bo MENG ; Haibo YU ; Deyu LI
Chinese Journal of Hepatobiliary Surgery 2024;30(6):424-430
Objective:To construct and validate a machine learning model for preoperative prediction of perineural invasion (PNI) status in intrahepatic cholangiocarcinoma (ICC).Methods:Clincial data of 329 patients, including 245 admitted to Zhengzhou University People's Hospital from January 2018 to June 2023 and 84 admitted to the Affiliated Cancer Hospital of Zhengzhou University from January 2013 to January 2020 were retrospectively analyzed. Patients were divided into a training set ( n=231) and a validation set ( n=98). Clinicopathological data including age, gender, hepatitis B virus (HBV) infection status were collected. Predictive variables were determined using least absolute shrinkage and selection operator (LASSO) regression analysis. Six machine learning algorithms including random forest (RF), logistic regression, and linear kernel-based support vector machine were selected to construct the preoperative prediction model for PNI in ICC. Performance metrics of the model were calculated using a confusion matrix, and the final model was selected. The model performance was evaluated in the validation set. Calibration curves were plotted to evaluate the final model, and a Pareto chart was used to visualize the importance of predictive variables. Results:LASSO regression identified nine predictive variables included in the prediction model, including carbohydrate antigen 19-9 (CA19-9), HBV infection status, alkaline phosphatase, alanine aminotransferase, prothrombin time, total bilirubin, albumin, neutrophil times gamma-glutamyl transferase to lymphocyte ratio, and tumor burden score. Among the trained six models, the area under the curve (AUC) of the RF model was 0.909, with a sensitivity of 0.842 and an accuracy of 0.870. Compared with the AUC of the RF model, the AUCs of the other 5 models were lower (all P<0.05). The AUC of the RF model for predicting PNI in ICC in validation set was 0.736. Calibration curves showed good fit of the RF model's prediction of PNI in ICC in both training and validation sets. The Pareto chart showed that CA19-9 was the most important predictive variable in the model, followed by HBV infection status. Conclusion:The machine learning model based on the RF algorithm has a high accuracy in preoperative prediction of PNI status in ICC.
2.Practice of job value evaluation in hospital administrative functional departments
Yanbo LI ; Jing ZHANG ; Sheng YUAN
Chinese Journal of Hospital Administration 2023;39(12):917-921
Scientific job value evaluation helps to improve the refined human resource management of hospitals. This study focused on the information management department from among administrative functional departments at a tertiary hospital. Starting from October 2022, the Hay′s evaluation method was applied to evaluate the job value of seven positions. Results of the job value evaluation were used in the design of job promotion pathways. The human resource business partner was responsible for diagnosing problems based on the hospital′s job value evaluation objectives, organizing the Hay′s evaluation, compiling evaluation results, and designing job promotion pathways. Job value evaluation results showed that the scores of the junior, intermediate, and senior levels in the software development position were the highest among all positions, with 118.02 points, 365.76 points, and 1 506.60 points, respectively. According to the hierarchical division result, the call center position was divided into 5 levels from P1 to P5, the system operation and maintenance position, hardware maintenance position, and network security position were divided into 6 levels from P1 to P6 respectively, while the data analysis position and software development position were divided into 8 levels from P1 to P8. The project management position had the highest technical requirements and must be undertaken by personnel of level P4 and above. It was divided into 5 levels from P4 to P8. The hierarchical coefficient of P1 level for each position was 1.0, while the hierarchical coefficient of P8 level for project management and software development positions was the highest, both at 24.4, while the hierarchical coefficient of P5 level for call center positions was only 5.0. Based on the results of job value evaluation, job requirements and assessment requirements for each position level could be designed, so that each employee could clearly understand their career development path. This study can provide reference for promoting the refined management of hospital human resources.
3.Best evidence summary on prevention and management of parastomal hernia
Longmei SI ; Jiayi GENG ; Meng ZHANG ; Ya YUAN ; Weiyi ZHANG ; Xu HAN ; Yanbo HUANG ; Yanming DING
Chinese Journal of Modern Nursing 2021;27(21):2853-2858
Objective:To retrieve, evaluate and summarize relevant evidence of parastomal hernia prevention and management, so as to provide a reference for clinical nursing.Methods:We used computer systems to search and screen the related guidelines, evidence summary, recommended practices, expert consensus and systematic reviews on the prevention and management of parastomal hernia in the official websites of ostomy-related associations, guide networks, and databases. The research time limit was from the establishment of the database to July 2, 2020. Two systematically trained researchers evaluated the quality of the articles, and extracted data and evidence from the articles that met the quality standards.Results:A total of 9 articles were included, involving 6 guidelines, 1 recommended practice and 2 systematic reviews. A total of 15 best pieces of evidence were summarized, including 5 aspects, namely diagnostic standards, classification, risk factors, prevention and management.Conclusions:If medical personnel can accurately identify the risk factors of parastomal hernia, and carry out early prevention and management, it can reduce the incidence of parastomal hernia and/or alleviate the discomfort caused by parastomal hernia, thereby improving the patient's quality of life. It is suggested that clinical nursing staff can transform in a targeted manner according to specific clinical situations to improve the quality of clinical nursing.
4.Efficacy and prognostic analysis of chest wall boost radiotherapy in stage T 4 breast cancer patients after modified radical mastectomy
Yuchun SONG ; Yanbo DENG ; Shulian WANG ; Yongwen SONG ; Yu TANG ; Yong YANG ; Hui FANG ; Jianyang WANG ; Hao JING ; Jianghu ZHANG ; Guangyi SUN ; Siye CHEN ; Xuran ZHAO ; Jing JIN ; Yueping LIU ; Bo CHEN ; Shunan QI ; Ning LI ; Yuan TANG ; Ningning LU ; Yexiong LI
Chinese Journal of Radiation Oncology 2020;29(5):342-348
Objective:To analyze the efficacy of chest wall boost radiotherapy in stage T 4 breast cancer patients after modified radical mastectomy. Methods:A retrospective analysis was performed on the data of 148 stage T 4 breast cancer patients who were admitted from 2000 to 2016 and received radiotherapy after modified radical mastectomy. There were 57 cases in the chest wall boost radiotherapy group and 91 cases in the conventional dose group. Radiotherapy was performed by conventional+ chest wall electron beam, three-dimensional conformal+ chest wall electron beam, intensity modulated radiotherapy+ chest wall electron beam irradiation. EQD 2 at the boost group was >50Gy. All patients received neoadjuvant chemotherapy. Kaplan-Meier method was used to analyze survival; Logrank was used to test differences; and Cox model was used to do multivariate prognostic analysis. Results:The median follow-up time was 67.2 months. The 5-year rates of chest wall recurrence (CWR), locoregional recurrence (LRR), disease-free survival (DFS), and overall survival (OS) were 9.9%, 16.2%, 58.0%, and 71.4%, respectively. The 5-year rates of CWR, LRR, DFS, and OS with and without chest wall boost radiotherapy were 14% vs. 7%, 18% vs. 15%, 57% vs. 58%, 82% vs. 65%( P>0.05), respectively. Multivariate analysis showed that chest wall boost radiotherapy had no significant effect on prognosis ( P>0.05). Among 45 patients in the recurrent high-risk group, boost radiotherapy seemed to have higher OS rate ( P=0.058), DFS rate ( P=0.084), and lower LRR rate ( P=0.059). Conclusions:Stage T 4 breast cancer patients had strong heterogeneity. Chest wall boost radiotherapy did not apparently benefit all patients. For patients with 2-3 high risk factors including positive vascular tumor embolus, pN 2-N 3, and hormone receptor negative, chest wall boost radiotherapy showed a trend of improving efficacy.
5.Analysis of miRNA-326's action on its target gene BCL-XL.
Mingming QIAO ; Xia GAI ; Hui YE ; Yanbo JI ; Yuan YU ; Yuanfeng CHEN ; Huichong XU ; Yunlong ZHUANG
Chinese Journal of Medical Genetics 2020;37(9):987-990
OBJECTIVE:
To analyze the action of miRNA-326 on its target gene BCL-XL and the molecular mechanism of platelet apoptosis regulated by miRNAs.
METHODS:
Dual-luciferase vectors containing respectively the wild-type and mutant 3'-untranslated region (3'UTR) fragments of the BCL-XL gene were constructed with firefly and renilla luciferases and transfected into 293T cells. Relative fluorescence intensities of the transfected cells were measured.
RESULTS:
Dual-luciferase reporter gene vectors for PsiCHECK- BCL-XL -3'UTR-WT (wild-type) and PsiCHECK- BCL-XL -3' UTR-MT (variant) were respectively constructed. Relative fluorescence intensities of the 293T cells co-transfected by miRNA-326 and PsiCHECK- BCL-XL -3'UTR-WT plasmid were significantly lower compared with the control group (co-transfected by a miRNA-326 negative sequence and PsiCHECK- BCL-XL -3' UTR-WT plasmid) ( P = 0.034). The relative fluorescence intensity was also significantly reduced in cells co-transfected by miRNA-326 and PsiCHECK- BCL-XL -3' UTR-WT plasmid compared with the mutant control group co-transfected by miRNA-326 and PsiCHECK- BCL-XL -3'UTR-MT plasmid (P = 0.022).
CONCLUSION
miRNA-326 may participate in the regulation of platelet apoptosis by acting on the 3'-UTR of the BCL-XL gene.
6.Cognitive function in patients with early onset and adult onset schizophrenia
Bingjie HUANG ; Jiaheng XIE ; Chengcheng PU ; Huining GUO ; Lei YANG ; Xue HAN ; Zhang CHENG ; Yanbo YUAN ; Jingping ZHAO ; Chuanyue WANG ; Zheng LU ; Fude YANG ; Hong DENG ; Chuan SHI ; Xin YU
Chinese Mental Health Journal 2019;33(3):161-166
Objective:To explore the characteristics of cognitive function in patients with early onset and adult onset schizophrenia.Methods:In this cross-sectional study, 546 patients with schizophrenia who met the Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition (DSM-Ⅳ) were selected.Among them, 62 cases were defined as early onset schizophrenia (EOS, age of onset<18 years) and 175 patients were defined as adult onset schizophrenia (AOS, age of onset≥25 years).Patients underwent clinical assessments with the Positive and Negative Symptom Scale (PANSS) and the Personal and Social Performance Scale (PSP), and comprehensive neuropsychological assessments.Results:The EOS patients got lower scores in motor function-PEGDOM T score [ (26±12) vs. (30±11), P<0.01], working memory-average T score of PASAT and WMSSP[ (34±12) vs. (38±10), P<0.05]and executive function (inhibition) -Stroop T score [ (35±12) vs. (39±10), P<0.05]than AOS patients.No differences were fund in processing speed, verbal memory and learning, visual memory and learning (Ps>0.05) between the two groups.Conclusion:It suggests that the EOS patients have worse motor function, working memory and inhibition.
7.Cardiac dosimetry of deep inspiration breath-hold technique in whole breast irradiation for left breast cancer after breast-conserving surgery
Siye CHEN ; Shulian WANG ; Yu TANG ; Yuan TIAN ; Shiru QIN ; Weijie CUI ; Jing JING ; Yueping LIU ; Yongwen SONG ; Hui FANG ; Bo CHEN ; Shunan QI ; Jianghao ZHANG ; Guangyi SUN ; Yanbo DENG ; Yexiong LI
Chinese Journal of Radiation Oncology 2018;27(3):281-288
Objective To study the effect of deep inspiration breath-hold(DIBH)technique on the heart dose in whole breast irradiation(WBI)for left breast cancer after breast-conserving surgery, and to investigate the anatomical factors for heart dose. Methods Fifteen patients with left breast cancer who received WBI after breast-conserving surgery and met breathing control requirements were prospectively enrolled as subjects. Simulated CT scans were performed during free breathing(FB)and DIBH. The WBI plans were optimized based on DIBH images.The position,volume,and radiation doses to the heart and lung were compared between the status of FB and DIBH. Correlation of heart dose with various anatomical factors was analyzed in FB status. Between-group comparison of categorical data was made by nonparametric Wilcoxon rank test.A two-variable correlation analysis was made by the Pearson method.Results There was no significant difference in heart volume between the status of FB and DIBH(P=0.773).The volume of both lungs was significantly larger in DIBH status than in FB status(P=0.001). The mean and maximum doses and V5-V40for the heart,left anterior descending coronary artery,left ventricle,right ventricle,and left lung were significantly lower in DIBH status than in FB status(all P<0.05). The greater DIBH increased the lung volume,the greater the mean heart dose decreased. In FB status,the left breast volume,heart-to-lung volume ratio,distance between the inferior margins of breast and heart,and maximum heart margin distance showed a linear correlation with heart dose. Particularly, the heart-to-lung volume ratio and maximum heart margin distance were independently correlated with heart dose. Conclusions DIBH technique in WBI for left breast cancer after breast-conserving surgery significantly reduces heart and lung doses compared with FB. Changes in lung volume are the basis for improving the relative anatomical location of the heart. The heart-to-lung volume ratio and maximum heart margin distance may provide a reference for DIBH technique.
8.Application and set-up error of deep inspiration breath-hold (DIBH) technique for whole breast irradiation in left breast cancer
Siye CHEN ; Shulian WANG ; Yu TANG ; Yuan TIAN ; Shirui QIN ; Weijie CUI ; Jing JIN ; Yueping LIU ; Yongchun SONG ; Hui FANG ; Bo CHEN ; Shunan QI ; Jianghu ZHANG ; Guangyi SUN ; Yanbo DENG ; Yexiong LI
Chinese Journal of Radiation Oncology 2018;27(5):504-508
Objective To analyze the correlation between treatment time and radiotherapy plan of deep inspiration breath-hold (DIBH) technique for the whole breast irradiation (WBI) in the left breast cancer after breast-conserving surgery,verify the inter-fractional reproducibility of radiotherapy,observe the heart location and dosimetric changes and calculate the effect of DIBH upon the WBI setup error after the surgery.Methods We prospectively enrolled 15 patients with left breast cancer undergoing WBI after breast-conserving surgery,who met the requirement of D1BH.Treatment time was recorded,its correlation with the number of field and monitor unit was analyzed.Inter-fractional setup errors and PTV delineation were calculated using cone beam CT (CBCT).The accuracy of the position and dose of the heart during radiotherapy was verified by the imaging fusion of CBCT and CT images.The variables among groups were analyzed by non-parametric Firedman test.Results The average treatment time of DIBH radiotherapy was 4.6 minutes.The treatment time was correlated with the maximal and total number of sub-fields and total monitor units.During DIBH treatment,the mean cardiac displacement volume was 19.1 cm3(3.8%).The mean cardiac dose difference between CBCT and planning CT was 5.1 cGy,and there was no significant difference in the heart V5-V30.The mean inter-fractional system setup error (∑) and random setup error (σ) in the left-right (x),superior-inferior (y) and anterior-posterior (z) direction were ∑x 1.9 mm,∑y 2.1 mm,∑z 2.0 mm,σx 1.3 mm,σy 1.3 mm,σz 1.4 mm,respectively.The corresponding minimal margins for setup error were 5.7 mm,6.2 mm and 6.0 mm,respectively.Conclusion DIBH for WBI after breast-conserving surgery does not significantly prolong the treatment time.Treatment time is related to treatment plan.DIBH yields high inter-fractional reproducibility and protects the heart.
9.Clinical experience of UOTLA in treatment of complicated appendicitis in children
Lili MA ; Yanbo XU ; Zhengwei YUAN
China Journal of Endoscopy 2017;23(5):13-18
Objective To analyze the efficacy of umbilical one trocar laparoscopic appendectomy (UOTLA) in treatment of complicated appendicitis in children. Methods Clinical data of 78 cases of children patients with complicated appendicitis from January 2012 to October 2015 was summarized, including 44 cases as UOTLA group received umbilical one trocar laparoscopic appendectomy, 34 cases as OA group received open appendectomy. Then statistically analyzed all the patients' operation time, postoperative hospital stay, postoperative abdominal abscess, incision infection, early inflammatory intestinal obstruction and pain level. Results The laboratory test results of C reaction protein (CRP) had no significant difference between the two groups, while peripheral white blood cell count decreased more significantly in UOTLA group than that in OA group; the operation time of UOTLA group was shorter than that in OA group with no statistical difference [(66.59 ± 33.24) vs (72.86 ± 30.36) min, P > 0.05], but postoperative hospital stay was shorter [(8.21 ± 1.67) vs (9.21 ± 2.01) d, P < 0.05]. Abdominal abscess after operation: 3 cases in UOTLA group, while 1 case in OA group (P > 0.05); incision infection: 6 cases in UOTLA group, 9 cases in OA group (P > 0.05); early inflammatory intestinal obstruction: 1 cases in UOTLA group, 5 cases in OA group (P > 0.05); the pain level, postoperative recovery time was significantly shorter in UOTLA group compared with OA group (P < 0.05). The average expenses comparison of the two groups has no statistical difference [(10639.37 ± 2970.92) vs (10765.04 ± 2902.64) yuan, P > 0.05]. Conclusion UOTLA is safe and effective for complicated appendicitis in children due to minimally invasive, less pain and faster recovery without significant increase in the cost and postoperative complications. It can be applied in children with purulent, perforated appendicitis and gangrene, perforated appendicitis and other complicated appendicitis.
10.The pathological change of synapses in cochlear inner hair cell of hidden hearing loss mice
Yanbo YIN ; Yasheng YUAN ; Fanglu CHI
Fudan University Journal of Medical Sciences 2017;44(2):175-180
Objective To investigate the synaptopathy of hidden hearing loss mice,and to observe the synapses of the cochlear inner hair cell after temporary threshold shift of noise exposure.Methods Mice were divided into normal control group and experiment group,the latter was exposed under noise of 98 dB SPL for 2 h to establish the model of temporary threshold shift.Mice cochleae of the two groups were dissected and prepared with whole mount and immunostaining.Cellular morphology was observed under confocal laser scanning microscope.Cochlear lengths were measured through cochlear frequency map to localize hair cells in different frequency regions.Then,3-D morphometry of synapses was constructed by Amira software to observe pre-synaptic ribbons,post-synaptic receptors and its pathological changes.Results In control group,each cochlear nerve fiber contacted a single inner hair cell by a single synapse,each inner hair cell had 5-30 synapses contacting cochlear nerve fibers.The larger ribbons patched smaller receptors located in the modiolar side,and the smaller ribbons patched larger receptors located in the pillar side.While in experiment group,noise overexposures caused moderate or completely reversible thresholds shift,i,e.,distortion product otoacoustic emission (DPOAE) and auditory brainstem response (ABR) thresholds increased 30-40 dB.Although returned to normal after 2 weeks,ABR wave Ⅰ amplitudes recovered to only 46.1 % of pre-exposure amplitudes.There was 41.3% synapses loss of inner hair cell,but there was no loss of inner hair cells and spiral ganglion neurons.Conclusions Threshold test is not sensitive to degeneration and loss of synapse in mice inner hair cells,while super threshold test is sensitive to it.

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