1.Predictive model for severe adverse reaction associated with bevacizumab based on the global trigger tool and machine learning
Yongfei FU ; Xin LONG ; Hongzhen XU ; Jian TANG ; Xiangqing LI ; Yucheng LONG ; Dong QIN
China Pharmacy 2026;37(4):497-503
OBJECTIVE To confirm trigger items for adverse drug reaction (ADR) induced by bevacizumab, to identify and analyze the occurrence of related ADR, and to establish a predictive model for severe adverse reaction (SAR) caused by this drug. METHODS Based on the global trigger tool (GTT) theory, and referencing the GTT White Paper, drug package inserts and relevant literature, trigger items for bevacizumab-related ADR were confirmed using a single-round Delphi method. Utilizing these established items, electronic medical records of relevant patients at Guilin People’s Hospital from January 2020 to September 2024 were actively screened via the China Hospital Pharmacovigilance System. Pharmacists then identified and tallied the occurrence of bevacizumab-induced ADR. Data from patients with any positive trigger item served as the study subjects (divided into training and test sets at a ratio of 7∶3), candidate feature variables were selected from 39 related variables using the Boruta algorithm, and the multivariable Logistic regression analysis was performed with the occurrence of SAR as the dependent variable. Based on these candidate features, Logistic Regression, Extreme Gradient Boosting, Light Gradient Boosting Machine, Random Forest, and Categorical Boosting models were constructed. Model performance was evaluated using metrics including the area under the curve (AUC) of receiver operating characteristic curve and recall rate. The Shapley Additive exPlanations (SHAP) method was applied to analyze and interpret the contribution of each variable. A nomogram was constructed based on the optimal model. RESULTS A total of 38 trigger items for active monitoring of bevacizumab-related ADR were determined, comprising 17 laboratory indicators, 13 clinical manifestations, and 8 intervention measures. In total, 483 patients with positive trigger items were included, and 318 patients with bevacizumab-induced ADR were identified, including 83 SARs. The positive predictive values for the trigger items and cases were 43.57% (708/1 625) and 63.84% (318/483), respectively. Bevacizumab-induced ADR involved 7 systems/organs, with the hematological system being the most frequently involved (64.15%). The Boruta algorithm selected 7 vari ables: serum potassium, hematocrit, albumin-to-globulin ratio, prealbumin, hypertension history, age and red blood cell count. Multivariable Logistic regression showed that elevated serum potassium levels were associated with a decreased risk of bevacizumab-induced SAR (OR=0.234, P =0.002), while a history of hypertension (OR=2.642, P =0.006) and increased age (OR=1.040, P =0.025) were associated with an increased risk. The Logistic Regression model demonstrated superior performance with higher AUC, F1 score and recall rate (0.761, 0.447, 0.607), compared to other models. SHAP evaluation results indicated that variables such as serum potassium, hematocrit, and age ranked highest in importance. CONCLUSIONS Totally 38 trigger entries have been successfully identified for active screening of bevacizumab-related ADR. Elevated serum potassium levels are a protective factor against bevacizumab-induced SAR, whereas the hypertension history and increased age are risk factors. The Logistic Regression model is the optimal predictive model.
2.Impact of Postoperative Reduction Quality on Biomechanics of the Femoral Head Following Internal Fixation of Femoral Neck Fractures
Shixiong ZHANG ; Jianxiong MA ; Bin LU ; Ying WANG ; Aixian TIAN ; Lei SUN ; Zhe HAN ; Jiahui CHEN ; Jing DAI ; Haohao BAI ; Hongzhen JIN ; Jie ZHAO ; Pengfei LI ; Xinlong MA
Journal of Medical Biomechanics 2025;40(5):1144-1149
Objective To investigate the effect of postoperative reduction quality in femoral neck fracture internal fixation on mechanical properties of the femoral head from the perspective of trabecular bone biomechanics.Methods From patients who underwent hip replacement surgery for femoral neck fractures,a total of 26 femoral head slice specimens were obtained.The central axis of the primary compressive trabeculae was defined as the 0° group,with the intersection point of the primary compressive trabeculae and the femoral calcar serving as the center.By rotating the specimens to simulate different reduction angles,the cut femoral head slice specimens were randomly divided into five groups:-10°,-5°,0°,5°,and 10°,representing femoral heads with varying reduction qualities.The specimens were subjected to single compression load tests and fatigue load tests.The load was set from 70 N to 1 400 N,at a frequency of 1 Hz,with 10 000 cycles.Axial stiffness,displacement,and the number of collapse cycles were measured,to compare the biomechanical properties of femoral head specimens under different reduction qualities.Results There were differences in the axial stiffness,displacement,and number of collapse cycles among the femoral head specimens in different groups.Under 800 N load,the axial stiffness of 0° group was significantly greater than that of±10° groups(P<0.05).The axial stiffness of 0° group was also greater than that of the±5° groups,but the differences were not statistically significant(P>0.05).The axial stiffness of±5° groups was greater than that of±10° groups(P<0.05).0° group had a lower displacement than±5° groups and±10° groups.However,the differences in displacement between 0° group and±5° groups were not statistically significant(P>0.05),while the differences between the 0° group and±10° groups were statistically significant(P<0.05).The differences in displacement between±5° groups and±10° groups were also statistically significant(P<0.05).0° group had a significantly higher number of collapse cycles than±10° groups(P<0.05).The number of collapse cycles in 0° group was also higher than that in±5° groups,but the differences were not statistically significant(P>0.05).The number of collapse cycles in±5° groups was significantly higher than that±10° groups(P<0.05).Conclusions The quality of reduction after internal fixation of femoral neck fractures significantly affects the biomechanical properties of the femoral head.This study provides a scientific basis for optimizing treatment and postoperative management,aiming to improve clinical outcomes and patients' quality of life.
3.Surveillance of bacterial resistance in Liuzhou Workers'Hospital,Guangxi from 2020 to 2022
Mengwei LI ; Liuhua WEI ; Guolan LUO ; Hongzhen ZHU ; Shengzhang LIN ; Likun CHEN ; Lijun JIANG ; Haixia WANG
Chinese Journal of Infection and Chemotherapy 2025;25(2):195-202
Objective To understand the changing profiles of antimicrobial susceptibility of the bacterial strains isolated from patients at Liuzhou Workers'Hospital in Guangxi from 2020 to 2022.Methods The bacteria were isolated,identified,and underwent antimicrobial susceptibility testing using VITEK 2 Compact,disk diffusion method,or E-test.The results were interpreted according to the breakpoints recommended by CLSI M100 32nd Edition in 2022.The data were analyzed using WHONET 5.6 software.Results A total of 26 254 nonduplicate strains were collected from 2020 to 2022,including Gram-positive bacteria(27.9%)and gram-negative bacteria(72.1%).The prevalence of methicillin-resistant strains was 20.0%in SS.aureus(MRSA),and 72.2%in coagulase-negative Staphylococcus(MRCNS).Methicillin-resistant staphylococcal strains were more resistant to most antimicrobial agents than methicillin-susceptible strains(MSSA and MSCNS).None of the staphylococcal strains was resistant to vancomycin,linezolid or tigecycline.Enterococcus faecium strains showed higher resistance rates to most antimicrobial agents than Enterococcus faecalis.None of enterococcal strains was resistant to vancomycin.A few enterococcal strains were resistant to linezolid.Overall,691 strains of the non-meningitis Streptococcus pneumoniae were isolated from children and 123 strains were isolated from adults.The prevalence of penicillin-resistant SS.pneumoniae(PRSP)was 0.4%in the strains from children and 1.6%in the strains from adults.None of S.pneumoniae strains was intermediate to penicillin.The prevalence of carbapenem-resistant Klebsiella pneumoniae(CRKpn)was 1.2%,1.2%,and 13.8%in 2020,2021,and 2022,respectively.The prevalence of carbapenem-resistant P.aeruginosa(CRPae)and carbapenem-resistant Acinetobacter baumannii(CRAba)was 10.7%and 68.4%in 2020,17.5%and 75.2%in 2021,14.3%and 77.3%in 2022,respectively.About 84.6%of the 1 269 strains of Haemophilus influenzae were isolated from children and 15.4%isolated from adults.The prevalence of beta-lactamase-producing strains was 39.4%in the isolates from children and 46.8%in the isolates from adults.The β-lactamase-producing H.influenzae was resistant to ampicillin.Furthermore,some β-lactamase-nonproducing ampicillin-resistant(BLNAR)H.influenzae strains(27.0%)were also identified.Conclusions Antimicrobial resistance is still serious in this hospital,especially high prevalence of carbapenem-resistant organisms(CRO).Hospital infection prevention and control measures,antibiotic stewardship,and proactive CRO screening should be strengthened.More clinical specimens should be collected for suspected infections.Antimicrobial treatment should be prescribed empirically in time and adjusted when the results of antimicrobial susceptibility testing are available.
4.Discussion on the Treatment of Tumor-related Insomnia from"Heat Toxicity"
Chongyang QU ; Yinghua LI ; Shuzhen DUAN ; Rong MA ; Chunfang TIAN ; Min LIU ; Yuanyuan GUO ; Hongzhen YIN ; Shaobo HU ; Jie LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(7):172-175
Tumor-related insomnia is one of the common complications of tumor patients,which is secondary to tumor disease and related to tumor disease itself or tumor treatment.Combined with the unique pathogenesis of"heat-toxicity internal stagnation"of tumor-related insomnia,the important treatment methods are to clear away heat,attack toxicity,regulate qi and supplement healthy qi.This article explained the research status,etiology and pathogenesis,treatment principles of the disease,in order to provide new ideas and methods for the differentiation and treatment of tumor-related insomnia in TCM.
5.Impact of Postoperative Reduction Quality on Biomechanics of the Femoral Head Following Internal Fixation of Femoral Neck Fractures
Shixiong ZHANG ; Jianxiong MA ; Bin LU ; Ying WANG ; Aixian TIAN ; Lei SUN ; Zhe HAN ; Jiahui CHEN ; Jing DAI ; Haohao BAI ; Hongzhen JIN ; Jie ZHAO ; Pengfei LI ; Xinlong MA
Journal of Medical Biomechanics 2025;40(5):1144-1149
Objective To investigate the effect of postoperative reduction quality in femoral neck fracture internal fixation on mechanical properties of the femoral head from the perspective of trabecular bone biomechanics.Methods From patients who underwent hip replacement surgery for femoral neck fractures,a total of 26 femoral head slice specimens were obtained.The central axis of the primary compressive trabeculae was defined as the 0° group,with the intersection point of the primary compressive trabeculae and the femoral calcar serving as the center.By rotating the specimens to simulate different reduction angles,the cut femoral head slice specimens were randomly divided into five groups:-10°,-5°,0°,5°,and 10°,representing femoral heads with varying reduction qualities.The specimens were subjected to single compression load tests and fatigue load tests.The load was set from 70 N to 1 400 N,at a frequency of 1 Hz,with 10 000 cycles.Axial stiffness,displacement,and the number of collapse cycles were measured,to compare the biomechanical properties of femoral head specimens under different reduction qualities.Results There were differences in the axial stiffness,displacement,and number of collapse cycles among the femoral head specimens in different groups.Under 800 N load,the axial stiffness of 0° group was significantly greater than that of±10° groups(P<0.05).The axial stiffness of 0° group was also greater than that of the±5° groups,but the differences were not statistically significant(P>0.05).The axial stiffness of±5° groups was greater than that of±10° groups(P<0.05).0° group had a lower displacement than±5° groups and±10° groups.However,the differences in displacement between 0° group and±5° groups were not statistically significant(P>0.05),while the differences between the 0° group and±10° groups were statistically significant(P<0.05).The differences in displacement between±5° groups and±10° groups were also statistically significant(P<0.05).0° group had a significantly higher number of collapse cycles than±10° groups(P<0.05).The number of collapse cycles in 0° group was also higher than that in±5° groups,but the differences were not statistically significant(P>0.05).The number of collapse cycles in±5° groups was significantly higher than that±10° groups(P<0.05).Conclusions The quality of reduction after internal fixation of femoral neck fractures significantly affects the biomechanical properties of the femoral head.This study provides a scientific basis for optimizing treatment and postoperative management,aiming to improve clinical outcomes and patients' quality of life.
6.Optimization of clinical target volume delineation for prostate cancer radiotherapy based on prostate bed occurrence patterns in prostate-specific membrane antigen positron emission tomography
Huan ZHANG ; Xin QI ; Xuhe LIAO ; Cheng CHEN ; Jingyun WU ; Jianhua ZHANG ; Yan FAN ; Xianshu GAO ; Hongzhen LI
Chinese Journal of Radiological Medicine and Protection 2025;45(10):966-972
Objective:To explore the optimization potential of clinical target volume (CTV) delineation proposed in the guidelines of the Oncology Group (RTOG), the Francophone Group of Urological Radiotherapy (GFRU), and the European Society for Radiotherapy and Oncology (ESTRO) based on prostate bed local occurrence patterns after radical prostatectomy identified using prostate-specific membrane antigen positron emission tomography (PSMA PET).Methods:A retrospective analysis was conducted on patients with local prostate bed recurrence after radical prostatectomy who underwent PSMA PET at the Department of Nuclear Medicine, Peking University First Hospital from September 2021 to February 2024. The central point of each recurrence was marked. A six-zone method was established based on prostate bed anatomy and the characteristics of cross-sectional imaging. Then, the positional relationships (within or outside) were recorded with respect to recurrences and CTV defined by the RTOG, GFRU, and ESTRO (CTV RTOG, CTV GFRU, and CTV ESTRO), followed the analysis of the recurrence rates and distribution characteristics of various zones. Results:A total of 63 patients with prostate bed recurrence after radical prostatectomy were enrolled in this study, including 97 recurrences. The recurrence rates in the six zones were as follows: 10% of zone 1, 22% of zone 2, 29% of zone 3, 2% of zone 4, 12% of zone 5a, 18% of zone 5b, and 7% of zone 6. Among these zones, zones 2 and 3 showed the highest and second-highest recurrence rates, respectively. CTV GFRU and CTV ESTRO completely covered zones 2 and 3, while CTV RTOG covered zone 2 completely and zone 3 partially. Zone 4, characterized by a low recurrence rate, was not covered by CTV GFRU and CTV ESTRO but was entirely covered by CTV RTOG. Zone 5a, with a recurrence rate of 12%, was completely covered by CTV RTOG but was partially covered by CTV GFRU and CTV ESTRO. The range of 1.3 cm in front of the posterior wall of the bladder covered all recurrences in zone 5a. Conclusions:For CTV delineation of the prostate cancer surgical bed, zone 4, the anterior half of the bladder above the pubic symphysis midpoint, should be contracted due to the low recurrence rate in this zone. In contrast, the anterior boundary above the pubic symphysis midpoint should extend to 1.3 cm in front of the posterior wall of the bladder to completely cover the recurrence zones.
7.Discussion on the Treatment of Radiation Enteritis Based on the Principle of"Stabilizing the Zhongzhou,Regulating the Intestines"
Yuanjiafan CHEN ; Yaxing LI ; Yuanyuan GUO ; Hongzhen YIN ; Shaobo HU ; Chunfang TIAN ; Min LIU ; Jie LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(10):169-173
Radiation enteritis(RE)is an inflammatory reaction caused by radiation exposure,commonly observed following radiotherapy for malignancies in the abdominal,pelvic and retroperitoneal regions.The authors believe that the pathogenesis of RE is complex,involving factors such as deficiency and excess,cold and heat,as well as qi and blood.The general pathogenesis can be summarized as"instability of the Zhongzhou,depletion of essence and blood,dysregulation of ascending and descending,and accumulation of heat-toxins".And"the instability of the Zhongzhou and subsequent malnutrition of the intestines"are the key drivers of disease progression.Based on theoretical exploration and clinical observations,this article proposed a comprehensive diagnostic and therapeutic approach centered on"stabilizing the Zhongzhou,replenishing essence and blood,regulating ascending and descending functions,and clearing heat-toxins".These four methods are often applied simultaneously,with"stabilizing the Zhongzhou and regulating the intestines"serving as the core of treatment.The approach is tailored according to the individual patient's condition of blood,qi and body fluids.A medical case was attached as evidence for verification.
8.Development and application of a healthcare quality evaluation system for national regional medical centers based on the structure-process-outcome Theory
Lizhong LIANG ; Hongzhen ZHOU ; Yan LI ; Tong LI ; Yingzhe LIU ; Hong LI ; Jie ZHENG ; Chao YANG
Modern Hospital 2025;25(11):1651-1655
Objective To develop a scientific,systematic,and operable healthcare quality evaluation system for Nation-al Regional Medical Centers(NRMCs),providing a theoretical basis and practical tool for objectively assessing their construction outcomes and guiding high-quality development.Methods Based on the classic"Structure-Process-Outcome"(SPO)quality management model,and aligned with national policy directives and the functional positioning of regional medical centers,a pre-liminary set of evaluation indicators was screened and an indicator system was constructed through literature review,policy analy-sis,and field investigations.Guangxi Hospital Division of The First Affiliated Hospital,Sun Yat-sen University was selected as the study subject,and cross-sectional data from March 2023 to June 2025 were collected for empirical application.Results A healthcare quality evaluation system for NRMCs was established,comprising 3 first-level dimensions(Structure Quality,Process Quality,Outcome Quality),10 second-level indicators,and 66 third-level indicators.This system covers multiple aspects,inclu-ding resource allocation,healthcare service efficiency,clinical practices,patient outcomes,and social benefits.Empirical results indicated that the center demonstrated a consistent upward trend in key indicators such as"Proportion of Discharged Patients Un-dergoing Level-4 Surgeries"(O1.2)and"DRG-CMI Value"(O2.1),while"Average Length of Hospital Stay"(P3.1)and"Cost Consumption Index"(O2.3)showed a steady decline.The indicator system effectively revealed the center's progress in en-hancing regional influence and operational efficiency.Conclusion The developed healthcare quality evaluation system is well-grounded in theory and practice,combining scientific rigor with policy relevance,and can serve as a decision-support tool for quality assessment and improvement in National Regional Medical Centers.
9.Surveillance of bacterial resistance in Liuzhou Workers'Hospital,Guangxi from 2020 to 2022
Mengwei LI ; Liuhua WEI ; Guolan LUO ; Hongzhen ZHU ; Shengzhang LIN ; Likun CHEN ; Lijun JIANG ; Haixia WANG
Chinese Journal of Infection and Chemotherapy 2025;25(2):195-202
Objective To understand the changing profiles of antimicrobial susceptibility of the bacterial strains isolated from patients at Liuzhou Workers'Hospital in Guangxi from 2020 to 2022.Methods The bacteria were isolated,identified,and underwent antimicrobial susceptibility testing using VITEK 2 Compact,disk diffusion method,or E-test.The results were interpreted according to the breakpoints recommended by CLSI M100 32nd Edition in 2022.The data were analyzed using WHONET 5.6 software.Results A total of 26 254 nonduplicate strains were collected from 2020 to 2022,including Gram-positive bacteria(27.9%)and gram-negative bacteria(72.1%).The prevalence of methicillin-resistant strains was 20.0%in SS.aureus(MRSA),and 72.2%in coagulase-negative Staphylococcus(MRCNS).Methicillin-resistant staphylococcal strains were more resistant to most antimicrobial agents than methicillin-susceptible strains(MSSA and MSCNS).None of the staphylococcal strains was resistant to vancomycin,linezolid or tigecycline.Enterococcus faecium strains showed higher resistance rates to most antimicrobial agents than Enterococcus faecalis.None of enterococcal strains was resistant to vancomycin.A few enterococcal strains were resistant to linezolid.Overall,691 strains of the non-meningitis Streptococcus pneumoniae were isolated from children and 123 strains were isolated from adults.The prevalence of penicillin-resistant SS.pneumoniae(PRSP)was 0.4%in the strains from children and 1.6%in the strains from adults.None of S.pneumoniae strains was intermediate to penicillin.The prevalence of carbapenem-resistant Klebsiella pneumoniae(CRKpn)was 1.2%,1.2%,and 13.8%in 2020,2021,and 2022,respectively.The prevalence of carbapenem-resistant P.aeruginosa(CRPae)and carbapenem-resistant Acinetobacter baumannii(CRAba)was 10.7%and 68.4%in 2020,17.5%and 75.2%in 2021,14.3%and 77.3%in 2022,respectively.About 84.6%of the 1 269 strains of Haemophilus influenzae were isolated from children and 15.4%isolated from adults.The prevalence of beta-lactamase-producing strains was 39.4%in the isolates from children and 46.8%in the isolates from adults.The β-lactamase-producing H.influenzae was resistant to ampicillin.Furthermore,some β-lactamase-nonproducing ampicillin-resistant(BLNAR)H.influenzae strains(27.0%)were also identified.Conclusions Antimicrobial resistance is still serious in this hospital,especially high prevalence of carbapenem-resistant organisms(CRO).Hospital infection prevention and control measures,antibiotic stewardship,and proactive CRO screening should be strengthened.More clinical specimens should be collected for suspected infections.Antimicrobial treatment should be prescribed empirically in time and adjusted when the results of antimicrobial susceptibility testing are available.
10.Malignancy risk assessment and cause analysis of the Bethesda class Ⅰ/Ⅲ cytolo-gy diagnosis due to insufficient cell volume in thyroid solid nodule
Hongzhen YU ; Ming LI ; Xiang XIE ; Xiaofeng LAN ; Tianyu XU ; Shan HUANG ; Xian WANG ; Zhenzhong FENG
Chinese Journal of Clinical and Experimental Pathology 2025;41(1):44-50
Purpose To investigate the incidence and risk of malignancy(ROM)of the Bethesda class Ⅰ/Ⅲ di-agnosis of thyroid nodules due to insufficient number of follicular cells,and to analyze the correlation between their in-sufficient cell volume and the characteristics of the nodules themselves from the perspective of ultrasound and histology.Methods Clinical data were collected from fine needle aspiration cytology(FNAC)of the thyroid gland.Review and statistical analysis was performed on cases with the Bethesda class Ⅰ/Ⅲ diagnosis due to insufficient cell volume.The incidence and the ROM of Bethesda class Ⅰ/Ⅲ diagnosis were calculated.BRAF V600E(+)or postoperative patho-logical indicating papillary thyroid carcinoma(PTC)was used as the criterion for malignancy.Then,we matched the Bethesda class Ⅱ/Ⅵ cases with sufficient cell volume as the control group.The ultrasound characteristics and histo-logical images of the two groups were compared and analyzed in order to reveal the correlation between the insufficient amount of penetrating cells and the objective characteristics of the nodule itself.Results There were 39 solid thyroid nodules with the Bethesda class Ⅰ diagnosis,with an incidence of 3.3%and a ROM of 38.5%,and 160 nodules with the Bethesda class Ⅲ diagnosis,with an incidence of 13.5%and a ROM of 59.4%.The incidence and ROM of nod-ules with C-TIRADS ≥4b(22.4%,67.6%)were higher than those of C-TIRADS ≤4a(12.7%,39.8%),and the differences were statistically significant(P<0.001).Compared to the Bethesda class Ⅱ/Ⅵ nodules with sufficient cell volume,occurrence of the Bethesda class Ⅰ/Ⅲ nodules were significantly correlated with small nodules(maximal diameter<5 mm),vertical growth(aspect ratio ≥ 1)and poor blood supply(no or little blood flow signals)(r=0.131,-0.230,0.237,P=0.008,<0.001,<0.001).They were also significantly correlated with the pathologic histologic structure of diffuse significant fibrosis of the interstitium and low parenchyma/interstitium composition ratio(about 1:1)(r=-0.269,-0.396,P=0.019,<0.001).Conclusion Thyroid Bethesda class Ⅰ/Ⅲ nodules have a high ROM,and BRAF V600E detection is recommended as a tool of tiered management.Bethesda class Ⅰ/Ⅲ diagnosis of insufficient cell volume is more likely when the nodules are too small,grow vertically and lack blood sup-ply,presumably associated with extensive interstitial fibrosis and sparse parenchymal cells.

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