1.Establishment of an In-hospital Mortality Risk Model for Elderly Patients Undergoing Cardiac Valvular Surgery Based on Machine Learning
Kun ZHU ; Hongyuan LIN ; Jiamiao GONG ; Kang AN ; Zhe ZHENG ; Jianfeng HOU
Chinese Circulation Journal 2024;39(3):249-255
Objectives:To evaluate and predict the risk for in-hospital mortality in elderly patients receiving cardiac valvular surgery preferably,we developed a new prediction model using machine learning. Methods:Clinical data including baseline characteristics,peri-operative data and primary endpoint of 7 163 elderly patients aged 65 years or older undergoing cardiac valvular surgery from January 2016 to December 2018 from 87 hospitals were collected from the Chinese Cardiac Surgery Registry(CCSR).Patients from January 2016 to June 2018 were assigened to the training cohort(n=5 774)and patients from July to December 2018 were assigened to the validation cohort(n=1 389).The primary endpoint was in-hospital mortality.Machine learning algorithms were used to analyze risk factors and develop prediction model. Results:Overall in-hospital mortality was 4.1%.Linear discriminant analysis(LDA),support vector classification(SVC)and logistic regression(LR)models in the training cohort all have high AUCs and low Brier scores,with good discrimination and calibration.In validation cohort,the AUC of LDA,SVC and LR were 0.744,0.744 and 0.746 respectively,which were significantly better than that of 0.642 using the European System for Cardiac Operative Risk Evaluation II(EuroSCORE II)model(P<0.05). Conclusions:The mortality rate for elderly patients undergoing cardiac valvular surgery is relatively high.LDA,SVC and LR can predict the risk for in-hospital mortality in elderly patients receiving cardiac valvular surgery with high accuracy.
2.Analysis of related factors of restlessness during the anesthesia recovery period in children with patent ductus arteriosus after interventional surgery
Jianmei ZHU ; Min LIN ; Yan JIANG ; Kun ZHENG
Chinese Journal of Primary Medicine and Pharmacy 2024;31(4):528-532
Objective:To investigate the related factors of restlessness during the anesthesia recovery period in children with patent ductus arteriosus after interventional surgery.Methods:The clinical data of 92 pediatric patients with patent ductus arteriosus who underwent cardiac catheterization at Children's Hospital, Zhejiang University School of Medicine from November 2019 to October 2020 were retrospectively analyzed. These patients were divided into two groups based on the occurrence of restlessness during the anesthesia recovery period: a control group ( n = 67, without restlessness) and an observation group ( n = 25, with restlessness). Clinical data from both groups were collected and compared. Univariate and multivariate analyses were conducted to identify independent risk factors for restlessness during the anesthesia recovery period among pediatric patients with patent ductus arteriosus after interventional surgery. Results:Univariate analysis revealed no statistically significant differences in gender, age, temperament type, surgical duration, resuscitation room stay time, as well as blood pressure, heart rate, and blood oxygen saturation during the anesthesia recovery period between the two groups (all P > 0.05). However, the use of dexmedetomidine during surgery, preoperative anxiety, postoperative pain, and the use of antagonists were identified as risk factors for postoperative restlessness among pediatric patients with patent ductus arteriosus after interventional surgery χ2 = 9.03, 4.95, 5.84, 11.49, all P < 0.05). Multivariate regression analysis results further revealed that preoperative anxiety, postoperative pain, and the use of antagonists were independent risk factors for postoperative restlessness ( OR = 2.870, 4.083, 6.975, P = 0.029, 0.004, 0.002, 95% CI = 1.114-7.389, 1.555-10.722, 2.052-23.711), while intraoperative use of dexmedetomidine served as a protective factor ( OR = 0.318, P = 0.021, 95% CI = 0.120-0.839, all P < 0.05). Conclusion:The intraoperative use of dexmedetomidine, preoperative anxiety, postoperative pain, and the use of antagonists are identified as independent risk factors for postoperative restlessness in pediatric patients with patent ductus arteriosus after interventional surgery. It is crucial for clinicians to be aware of these factors and take preventive measures during the anesthesia recovery period to minimize the potential for harm resulting from postoperative restlessness.
3.A postoperative in-hospital mortality risk model for elderly patients undergoing cardiac valvular surgery based on LASSO-logistic regression
Kun ZHU ; Hongyuan LIN ; Jiamiao GONG ; Kang AN ; Zhe ZHENG ; Jianfeng HOU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):35-43
Objective To evaluate the risk factors for postoperative in-hospital mortality in elderly patients receiving cardiac valvular surgery, and develop a new prediction models using the least absolute shrinkage and selection operator (LASSO)-logistic regression. Methods The patients≥65 years who underwent cardiac valvular surgery from 2016 to 2018 were collected from the Chinese Cardiac Surgery Registry (CCSR). The patients who received the surgery from January 2016 to June 2018 were allocated to a training set, and the patients who received the surgery from July to December 2018 were allocated to a testing set. The risk factors for postoperative mortality were analyzed and a LASSO-logistic regression prediction model was developed and compared with the EuroSCOREⅡ. Results A total of 7 163 patients were collected in this study, including 3 939 males and 3 224 females, with a mean age of 69.8±4.5 years. There were 5 774 patients in the training set and 1 389 patients in the testing set. Overall, the in-hospital mortality was 4.0% (290/7 163). The final LASSO-logistic regression model included 7 risk factors: age, preoperative left ventricular ejection fraction, combined coronary artery bypass grafting, creatinine clearance rate, cardiopulmonary bypass time, New York Heart Association cardiac classification. LASSO-logistic regression had a satisfying discrimination and calibration in both training [area under the curve (AUC)=0.785, 0.627] and testing cohorts (AUC=0.739, 0.642), which was superior to EuroSCOREⅡ. Conclusion The mortality rate for elderly patients undergoing cardiac valvular surgery is relatively high. LASSO-logistic regression model can predict the risk of in-hospital mortality in elderly patients receiving cardiac valvular surgery.
4.Cell softness reveals tumorigenic potential via ITGB8/AKT/glycolysis signaling in a mice model of orthotopic bladder cancer
Shi QIU ; Yaqi QIU ; Linghui DENG ; Ling NIE ; Liming GE ; Xiaonan ZHENG ; Di JIN ; Kun JIN ; Xianghong ZHOU ; Xingyang SU ; Boyu CAI ; Jiakun LI ; Xiang TU ; Lina GONG ; Liangren LIU ; Zhenhua LIU ; Yige BAO ; Jianzhong AI ; Tianhai LIN ; Lu YANG ; Qiang WEI
Chinese Medical Journal 2024;137(2):209-221
Background::Bladder cancer, characterized by a high potential of tumor recurrence, has high lifelong monitoring and treatment costs. To date, tumor cells with intrinsic softness have been identified to function as cancer stem cells in several cancer types. Nonetheless, the existence of soft tumor cells in bladder tumors remains elusive. Thus, our study aimed to develop a microbarrier microfluidic chip to efficiently isolate deformable tumor cells from distinct types of bladder cancer cells.Methods::The stiffness of bladder cancer cells was determined by atomic force microscopy (AFM). The modified microfluidic chip was utilized to separate soft cells, and the 3D Matrigel culture system was to maintain the softness of tumor cells. Expression patterns of integrin β8 (ITGB8), protein kinase B (AKT), and mammalian target of rapamycin (mTOR) were determined by Western blotting. Double immunostaining was conducted to examine the interaction between F-actin and tripartite motif containing 59 (TRIM59). The stem-cell-like characteristics of soft cells were explored by colony formation assay and in vivo studies upon xenografted tumor models. Results::Using our newly designed microfluidic approach, we identified a small fraction of soft tumor cells in bladder cancer cells. More importantly, the existence of soft tumor cells was confirmed in clinical human bladder cancer specimens, in which the number of soft tumor cells was associated with tumor relapse. Furthermore, we demonstrated that the biomechanical stimuli arising from 3D Matrigel activated the F-actin/ITGB8/TRIM59/AKT/mTOR/glycolysis pathways to enhance the softness and tumorigenic capacity of tumor cells. Simultaneously, we detected a remarkable up-regulation in ITGB8, TRIM59, and phospho-AKT in clinical bladder recurrent tumors compared with their non-recurrent counterparts.Conclusions::The ITGB8/TRIM59/AKT/mTOR/glycolysis axis plays a crucial role in modulating tumor softness and stemness. Meanwhile, the soft tumor cells become more sensitive to chemotherapy after stiffening, that offers new insights for hampering tumor progression and recurrence.
5.Discussion on the Manual Therapy for Cervical Spondylotic Radiculopathy Based on the Classification of Tendons,Joints,Bones and Marrow
Yong-Jin LI ; Fang-Zheng LIN ; Shu-Dong CHEN ; Ji-Heng ZHAN ; Yu HOU ; Ji QI ; Xiao-Long ZENG ; Zi-Bo GAO ; Ding-Kun LIN
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(10):2596-2600
Cervical spondylotic radiculopathy(CSR)is a condition caused by the degeneration of cervical intervertebral discs and facet joints,primarily manifesting as the pain,sensory abnormalities,and motor dysfunction in the cervical nerve innervation area of neck,shoulder,and upper limb.For the treatment of CSR,tendon-bone syndrome differentiation in traditional Chinese medicine often faces the issues of conceptual confusion and non-standard syndrome differentiation.Based on the traditional tendon-bone syndrome differentiation and by integrating modern anatomical insights,Professor LIN Ding-Kun,an esteemed scholar of Traditional Chinese Medicine,proposed a classification system for the cervical spine that includes the categories of tendons,joints,bones and marrow.This paper explored the thoughts of Professor LIN for the tendon-bone syndrome differentiation of CSR,summarized the targets of manual therapy,and proposed the four kinds of pathological changes such as tendon overstrain,joint dislocation,bone lesion,and marrow injury,as well as the four techniques of traditional Chinese medicine manipulations,i.e.relaxation of tendons,reduction of joints,protection of marrow,and treatment of bones.The aim is to improve the syndrome-differentiation and treatment for CSR with orthopedic and traumatologic manipulations,and to provide reference for clinical practice.
6.Empirical Study on the Impact of Infusion Media on the Flow Rate of Infusion Pumps
Ning YAO ; Li BAO ; Zhongkuan LIN ; Yunming SHEN ; Kun ZHENG
Chinese Journal of Medical Instrumentation 2024;48(4):430-433
Objective To investigate the impact of different infusion media on the flow rate of infusion pumps.Methods Ten infusion pumps were randomly selected and tested for infusion rates using deionized water,saline solution,glucose solution,and parenteral nutrition solution.The infusion flow rate was set at 30 mL/h,and the testing methodology conformed to the standards for the calibration and quality control of syringe pumps and infusion pumps.Results For infusion set A,the infusion rate was unaffected by the infusion media,remaining within the acceptable quality control standards.For infusion set B,when infused with deionized water,saline solution,and glucose solution,the infusion errors were within the quality control standards.However,when using parenteral nutrition solution as the infusion medium,the infusion error exceeded the acceptable quality control standards.Conclusion Both the infusion set and the infusion medium can affect the flow rate of infusion pumps.It is crucial to calibrate the flow rate according to the specific infusion medium to reduce medical risks associated with infusion pumps during clinical use.
7.Study on the differences of clinical application in pediatric patients for different brands infrared ear thermometers
Lin WANG ; Caixian ZHENG ; Linxiang HE ; Kun ZHENG ; Baiping LI ; Yunming SHEN
China Medical Equipment 2024;21(6):214-216
Objective:To explore the differences in the clinical application of different brands of infrared ear thermometers in pediatric patients,and to guide the rational use of infrared ear thermometers.Methods:A total of 164 inpatients and outpatients who received treatment in the Children's Hospital of Zhejiang University School of Medicine from May 2023 to July 2023 were randomly selected,and three different brands of ear thermometers were used to measure the ear temperature of the children in the same measurement method.The differences in temperature and time measured by different brands of ear thermometers in children of different ages were compared.Results:The temperature and time measurements of the three ear thermometers were compared,the difference was statistically significant(F=5.007,264.988,P<0.05).The temperature of children aged≤3 months was measured by the three ear thermometers,and the difference was statistically significant(F=3.868,P<0.05).there was no difference in children aged over 3 months.Conclusion:For children of different ages,medical institutions can make choices based on the comprehensive consideration of the use cost,the speed of measurement time and other factors.For children aged over 3 months,choose product B with lower cost and faster measurement time,for children aged 0-3 months,it is recommended to choose product A with more accurate temperature measurement values.
8.The application of mobile blood glucose management in pregnant women with gestational diabetes:a scoping review
Qiaosong WANG ; Kun ZHANG ; Xueling ZHANG ; Qirong ZHENG ; Jingping YANG ; Jingjing LIN ; Rongjin LIN
Chinese Journal of Nursing 2024;59(10):1270-1277
Objective A scoping review of research on mobile glucose management in pregnant women with gestational diabetes mellitus was conducted to provide references for clinical providers to conduct mobile glucose management and related research.Methods Based on Arksey and O'Malley's scoping review reporting framework,JBI Library,Cochrane Library,PubMed,Web of Science,Embase,CINAHL Complete,CBM,China National Knowledge In-frastructure(CNKI),and Wanfang Database were retrieved.The search time frame was from the establishment of the databases to February 14,2023.The included literature was screened,summarized and analyzed.Results A total of 65 publications from 11 countries were included,among which 38 were randomized controlled trials,27 were experimental studies.The vehicles relied on for mobile glucose management in gestational diabetes mainly included APPs,remote monitoring systems,professional websites,and social platforms,which could provide health education,glucose management monitoring and recording,social support,and glucose management follow-up and reminders to pregnant women.Most of the studies focus on the glucose index and drug use,pregnancy outcome,self-management,quality of life,user experience and resource cost of pregnant women.Conclusion Mobile glucose management carriers are geographically specific and have a positive effect on glucose control in gestational diabetes.Future studies need to further develop localized mobile glucose management intervention protocols and conduct more high-quality randomized controlled studies to verify their effectiveness.
9.Neoadjuvant Chemotherapy and Neoadjuvant Chemotherapy With Immunotherapy Result in Different Tumor Shrinkage Patterns in TripleNegative Breast Cancer
Jiachen ZOU ; Liulu ZHANG ; Yuanqi CHEN ; Yingyi LIN ; Minyi CHENG ; Xingxing ZHENG ; Xiaosheng ZHUANG ; Kun WANG
Journal of Breast Cancer 2024;27(1):27-36
Purpose:
This study aims to explore whether neoadjuvant chemotherapy with immunotherapy (NACI) leads to different tumor shrinkage patterns, based on magnetic resonance imaging (MRI), compared to neoadjuvant chemotherapy (NAC) alone in patients with triple-negative breast cancer (TNBC). Additionally, the study investigates the relationship between tumor shrinkage patterns and treatment efficacy was investigated.
Methods:
This retrospective study included patients with TNBC patients receiving NAC or NACI from January 2019 until July 2021 at our center. Pre- and post-treatment MRI results were obtained for each patient, and tumor shrinkage patterns were classified into three categories as follows: 1) concentric shrinkage (CS); 2) diffuse decrease; and 3) no change.Tumor shrinkage patterns were compared between the NAC and NACI groups, and the relevance of the patterns to treatment efficacy was assessed.
Results:
Of the 99 patients, 65 received NAC and 34 received NACI. The CS pattern was observed in 53% and 20% of patients in the NAC and NACI groups, respectively. Diffuse decrease pattern was observed in 36% and 68% of patients in the NAC and NACI groups. The association between the treatment regimens (NAC and NACI) and tumor shrinkage patterns was statistically significant (p = 0.004). The postoperative pathological complete response (pCR) rate was 45% and 82% in the NAC and NACI groups (p < 0.001), respectively. In the NACI group, 17% of patients with the CS pattern and 56% of those with the diffuse decrease pattern achieved pCR (p = 0.903). All tumor shrinkage patterns were associated with achieved a high pCR rate in the NACI group.
Conclusion
Our study demonstrates that the diffuse decrease pattern of tumor shrinkage is more common following NACI than that following NAC. Furthermore, our findings suggest that all tumor shrinkage patterns are associated with a high pCR rate in patients with TNBC treated with NACI.

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