1.Pregnancy probability prediction models based on 5 machine learning algorithms and comparison of their performance
Chao REN ; Huan YANG ; Niya ZHOU ; Qing CHEN ; Wenzheng ZHOU ; Tong WANG ; Xi LING ; Lei SUN ; Peng ZOU ; Zhuoyue LIANG ; Lin AO ; Jinyi LIU ; Jia CAO
Journal of Army Medical University 2025;47(12):1376-1387
Objective To construct 5 machine-learning models and compare their performance in predicting the associations between pre-pregnancy socio-psycho-behavioral exposures of both spouses and preconception outcomes.Methods Based on Chongqing Preconception Reproductive Health and Birth Outcome Cohort of volunteers recruited from Chongqing Health Center for Women and Children during January 2019 and March 2022,5 447 couples were recruited and surveyed through interviewer-interview for the demographic and social-psychological-behavioral data of both spouses(221 variables).According to the inclusion and exclusion criteria,4 097 couples were finally included,and randomly assigned into a training set(n=2 867 spouses)and a validation set(n=1 230 spouses)at a ratio of 7∶3.Feature analysis and collinear screening were applied to select the potential exposure factors.In consideration of difficulty to carry out semen parameters analysis in primary healthcare institutions,feature Set 1 including sperm parameters and feature Set 2 excluding semen parameters were constructed by including or excluding sperm quality simultaneously in the training set and the validation set.Five algorithms,that is,Logistic Regression,Naive Bayes,Random Forest,Gradient Boosting Machine,and Support Vector Machine,were used to construct preconception outcome prediction models,and the parameters of each model were optimized using random search combined with grid search.The predictive performance of each model was compared using precision,recall,F1 score,area under the receiver operating characteristic curve(AUC),and calibration curve.The optimal model was then selected by comparing the changes in the predictive ability of the questionnaire data for fertility outcomes with or without semen parameters.Results There were 24 variables screened out in feature Set 1,and 16 variables in feature Set 2.In feature Set 1,the gradient boosting machine performed better,with a relatively higher AUC value(0.651)and better F1 score(0.61).The logistic regression model performed stably(AUC value=0.647)and was suitable as the reference model.The random forest(AUC value=0.641),Naive Bayes(AUC value=0.641),and support vector machine(AUC value=0.634)performed second-best.By utilizing the gradient boosting machine,comparable results were found between the predictions from feature sets with or without semen parameters,as in feature Set 1,the AUC value of its validation set was 0.651(95%CI:0.629~0.681),the prediction accuracy was 0.63,the recall rate was 0.65,and the average precision value F1 was 0.61;and in feature Set 2,the AUC value of its validation set was 0.649(95%CI:0.624~0.663),and both the calibration curves were close to the ideal curve.The prediction results indicated that in feature Set 1,the features highly negatively correlated with preconception outcomes were female age,male age,and no pregnancy within 1 year without contraception,while the features highly positively correlated with preconception outcomes were female pregnancy history,total sperm vitality,and use of contraceptive measures before enrollment.Conclusion Among the 5 machine-learning algorithms performed in this cohort data,the gradient boosting machine shows slightly better performance.There are 24 factors being associated with preconception outcomes in both spouses,and the performance of the simplified model excluding semen parameters is not significantly declined.It is feasible to use machine-learning methods to predict human preconception outcomes through social-psychological-behavioral questionnaires.
2.A case of toxic epidermal necrolysis caused by sorafenib and sintilimab
Lin DENG ; Chao REN ; Tao SUN ; Xi LI ; Shun GUO ; Ang ZHOU
Chinese Journal of Pharmacoepidemiology 2024;33(2):224-229
A 67-year-old female patient with postoperative recurrence of stage Ⅳright renal cell carcinoma and multiple intracranial metastases was treated with sorafenib and sintilimab.Within 2 weeks,the patient had a fever and red spotted rash in facial,back,buttocks and limb.After 2 days,the fever completely relieved,but subcutaneous exudation appeared on the skin of both elbow joints,buttocks,and outer thighs,followed by gradual epidermal lysis and detachment with skin ulceration.After 4 days,the patient's epidermolysis area was greater than 30%of the body surface area.The patient was diagnosed with toxic epidermal necrolysis(TEN).The adverse reaction correlation was assessed by ALDEN SCORE sheet.The adverse reaction of TEN was"likely"caused by sorafenib and sintilimab.After withdrawal and treatment,the TEN was cured.This paper explores the correlation between the TEN and the combination use of sorafenib and sintilimab and the management.This paper will provide reference for the early diagnosis and correct treatment of TEN.
3.Effect of quercetin on Erastin-induced ferroptosis in chondrocytes
Hao WANG ; Fu-Li ZHOU ; Ren-Di ZHU ; Ying-Jie ZHAO ; Ren-Peng ZHOU ; Wei HU ; Chao LU
Chinese Pharmacological Bulletin 2024;40(10):1945-1952
Aim To explore the effect of quercetin(Que)on ferroptosis and the potential mechanisms in an Erastin-induced ferroptosis model in chondrocytes.Methods A model of Erastin-induced ferroptosis was established in C28/I2 chondrocytes.Cells were treated with different concentrations of Que.Cell viability and cytotoxicity were assessed by MTT and LDH assays.The expression levels of Prdx6 and ferroptosis-related proteins ACSL4 and GPX4 in chondrocytes were deter-mined by Western blot.Lipid ROS production in chon-drocytes was measured by flow cytometry,while the changes in mitochondrial membrane potential were de-tected by RH123 staining.Prdx6 mRNA expression in chondrocytes was quantified by RT-qPCR.The chan-ges in the expression of the ferroptosis-related proteins ACSL4 and GPX4 were detected by immunofluores-cence staining.Results Compared to the Erastin-in-duced ferroptosis model group,Que significantly im-proved the viability of C28/I2 chondrocytes and re-duced cell cytotoxicity.It decreased the expression of the ferroptosis-related protein ACSL4 and increased the expression of GPX4.Que also inhibited the production of lipid ROS in chondrocytes and strengthened their mitochondrial membrane potential.In addition,the ex-pression of Prdx6 was significantly reduced in the Eras-tin group compared to the control group,while Que treatment upregulated the expression of Prdx6.Mean-while,the inhibitory effect of Que on chondrocyte fer-roptosis was reduced by the use of MJ33,an inhibitor of Prdx6.Conclusion Que can inhibit Erastin-induced ferroptosis of C28/I2 chondrocytes,possibly by upregu-lating Prdx6,and thus play a protective role in chon-drocytes.
4.Effect of JAK2/STAT3 pathway on chemotherapy sensitivity in head and neck squamous cell carcinoma
Sun MENGYU ; Liu CHAO ; Xing BOFAN ; Wu HAN ; Ren YU ; Zhou XUAN
Chinese Journal of Clinical Oncology 2024;51(19):1009-1015
Objective:We examined the levels of Janus kinase 2(JAK2)/signal transducer and activator of transcription 3(STAT3)signaling in head and neck squamous cell carcinoma(HNSCC)and their influence on chemotherapy sensitization.Methods:Sixty patients with HNSCC who were treated at Tianjin Medical University Cancer Institute&Hospital,between January 2018 and December 2022,were included in the study.Levels of expressed JAK2,p-STAT3Y705,c-Myc,and Ki-67 in HNSCC tissues were evaluated using immunohistochemical staining,and correlation analysis was performed.The viability of UM-SCC1 cells treated with fedratinib,a JAK2 inhibitor,combined with cisplatin(DDP)and paclitaxel(PTX)was determined using the CCK8 assay.Western blot was performed to detect p-STAT3Y705 expression in tumor tissues and HNSCC cell lines.SCC15 and UM-SCC1 cell lines stably transfected with JAK2 or STAT3 vectors were constructed and verified.Cell activity and cell proliferation capacity were measured to evaluate the detrimental impact of STAT3 overexpression on chemotherapy with fedratinib using Western blot,CCK8,and plate cloning assays.Results:JAK2 expression in HNSCC positively correlated with p-STAT3Y705(r=0.43,P<0.000 1)and c-Myc(r=0.48,P<0.01)expression.High p-STAT3Y705 expression positively correlated with AJCC stage(P<0.000 1)and Ki-67 expression(P<0.05).High STAT3 and p-STAT3 levels were associated with poor prognosis in patients with HNSCC.In vitro,the JAK2 inhibitor fedratinib inhibited HNSCC cell proliferation and enhanced tumor cell sensitivity to DDP and PTX.JAK2 activation promotes STAT3 phosphorylation,and STAT3 overexpression reverses the effects of fedratinib on HNSCC sensitivity to chemotherapy.Conclusions:JAK2/STAT3 signaling is elev-ated in patients with HNSCC.Targeting the JAK2/STAT3 pathway is a potential method for increasing the sensitivity of HNSCC to chemotherapy.
5.The therapeutic effect and neurological function impact of dual microcatheter technology in patients with intracranial wide neck aneurysms
Xiuyao MA ; Chao REN ; Bin LIU ; Weipeng CHENG ; Ping HU ; Lei DING ; Xiao ZHOU ; Pengkun FAN
Journal of Clinical Surgery 2024;32(9):915-917
Objective To explore the therapeutic effect of dual microcatheter technology on patients with intracranial wide necked aneurysms and its impact on their neurological function.Method This article adopts a prospective randomized controlled study,collect clinical data of 55 patients with intracranial wide neck aneurysms from the First People's Hospital of Suzhou City from March 2017 to March 2022.According to different treatment methods,divided treatment group 28 cases and control group 27 cases.The control group patients received stent assisted therapy,while the treatment group patients received dual microcatheter intervention therapy.Compare efficacy and complications two groups;changes in NIHSS score and ADL score before and 6 months after surgery;Postoperative prognosis at 6 months.Result The total effective rate of the treatment group was 100.00%,while the total effective rate of the control group was 96.30%;two groups of patients with intracranial wide necked aneurysms treatment efficacy no significant difference(P>0.05).The treatment group complications in patients with intracranial wide necked aneurysms(7.14%)less control group(33.33%)(P<0.05).The two groups NIHSS score of patients with intracranial wide necked aneurysms lower before surgery at 6 months after surgery,while the ADL score higher before surgery(P<0.05);the treatment group NIHSS score of patients with intracranial wide necked aneurysms(8.76±0.87)score lower control group(9.82±0.96)score after 6 months of treatment,while the ADL score(57.82±5.43)score higher control group(64.52±5.16)score(P<0.05).There was no significant difference in mRS Scores between the two groups(P>0.05).Conclusion The dual microcatheter technology has a good therapeutic effect on IWNA patients,can reduce the occurrence of complications,improve patient neurological function.
6.Expert consensus on surgical treatment of oropharyngeal cancer
China Anti-Cancer Association Head and Neck Oncology Committee ; China Anti-Cancer Association Holistic Integrative Oral Cancer on Preventing and Screen-ing Committee ; Min RUAN ; Nannan HAN ; Changming AN ; Chao CHEN ; Chuanjun CHEN ; Minjun DONG ; Wei HAN ; Jinsong HOU ; Jun HOU ; Zhiquan HUANG ; Chao LI ; Siyi LI ; Bing LIU ; Fayu LIU ; Xiaozhi LV ; Zheng-Hua LV ; Guoxin REN ; Xiaofeng SHAN ; Zhengjun SHANG ; Shuyang SUN ; Tong JI ; Chuanzheng SUN ; Guowen SUN ; Hao TIAN ; Yuanyin WANG ; Yueping WANG ; Shuxin WEN ; Wei WU ; Jinhai YE ; Di YU ; Chunye ZHANG ; Kai ZHANG ; Ming ZHANG ; Sheng ZHANG ; Jiawei ZHENG ; Xuan ZHOU ; Yu ZHOU ; Guopei ZHU ; Ling ZHU ; Susheng MIAO ; Yue HE ; Jugao FANG ; Chenping ZHANG ; Zhiyuan ZHANG
Journal of Prevention and Treatment for Stomatological Diseases 2024;32(11):821-833
With the increasing proportion of human papilloma virus(HPV)infection in the pathogenic factors of oro-pharyngeal cancer,a series of changes have occurred in the surgical treatment.While the treatment mode has been im-proved,there are still many problems,including the inconsistency between diagnosis and treatment modes,the lack of popularization of reconstruction technology,the imperfect post-treatment rehabilitation system,and the lack of effective preventive measures.Especially in terms of treatment mode for early oropharyngeal cancer,there is no unified conclu-sion whether it is surgery alone or radiotherapy alone,and whether robotic minimally invasive surgery has better func-tional protection than radiotherapy.For advanced oropharyngeal cancer,there is greater controversy over the treatment mode.It is still unclear whether to adopt a non-surgical treatment mode of synchronous chemoradiotherapy or induction chemotherapy combined with synchronous chemoradiotherapy,or a treatment mode of surgery combined with postopera-tive chemoradiotherapy.In order to standardize the surgical treatment of oropharyngeal cancer in China and clarify the indications for surgical treatment of oropharyngeal cancer,this expert consensus,based on the characteristics and treat-ment status of oropharyngeal cancer in China and combined with the international latest theories and practices,forms consensus opinions in multiple aspects of preoperative evaluation,surgical indication determination,primary tumor re-section,neck lymph node dissection,postoperative defect repair,postoperative complication management prognosis and follow-up of oropharyngeal cancer patients.The key points include:① Before the treatment of oropharyngeal cancer,the expression of P16 protein should be detected to clarify HPV status;② Perform enhanced magnetic resonance imaging of the maxillofacial region before surgery to evaluate the invasion of oropharyngeal cancer and guide precise surgical resec-tion of oropharyngeal cancer.Evaluating mouth opening and airway status is crucial for surgical approach decisions and postoperative risk prediction;③ For oropharyngeal cancer patients who have to undergo major surgery and cannot eat for one to two months,it is recommended to undergo percutaneous endoscopic gastrostomy before surgery to effectively improve their nutritional intake during treatment;④ Early-stage oropharyngeal cancer patients may opt for either sur-gery alone or radiation therapy alone.For intermediate and advanced stages,HPV-related oropharyngeal cancer general-ly prioritizes radiation therapy,with concurrent chemotherapy considered based on tumor staging.Surgical treatment is recommended as the first choice for HPV unrelated oropharyngeal squamous cell carcinoma(including primary and re-current)and recurrent HPV related oropharyngeal squamous cell carcinoma after radiotherapy and chemotherapy;⑤ For primary exogenous T1-2 oropharyngeal cancer,direct surgery through the oral approach or da Vinci robotic sur-gery is preferred.For T3-4 patients with advanced oropharyngeal cancer,it is recommended to use temporary mandibu-lectomy approach and lateral pharyngotomy approach for surgery as appropriate;⑥ For cT1-2N0 oropharyngeal cancer patients with tumor invasion depth>3 mm and cT3-4N0 HPV unrelated oropharyngeal cancer patients,selective neck dissection of levels ⅠB to Ⅳ is recommended.For cN+HPV unrelated oropharyngeal cancer patients,therapeutic neck dissection in regions Ⅰ-Ⅴ is advised;⑦ If PET-CT scan at 12 or more weeks after completion of radiation shows intense FDG uptake in any node,or imaging suggests continuous enlargement of lymph nodes,the patient should undergo neck dissection;⑧ For patients with suspected extracapsular invasion preoperatively,lymph node dissection should include removal of surrounding muscle and adipose connective tissue;⑨ The reconstruction of oropharyngeal cancer defects should follow the principle of reconstruction steps,with priority given to adjacent flaps,followed by distal pedicled flaps,and finally free flaps.The anterolateral thigh flap with abundant tissue can be used as the preferred flap for large-scale postoperative defects.
7.Clinical and prognostic analysis of opsoclonus-myoclonus-ataxia syndrome in children
Ji ZHOU ; Xiuwei ZHUO ; Mei JIN ; Chao DUAN ; Weihua ZHANG ; Changhong REN ; Shuai GONG ; Xiaojuan TIAN ; Changhong DING ; Xiaotun REN ; Jiuwei LI
Chinese Journal of Pediatrics 2024;62(3):256-261
Objective:To summarize the clinical and prognostic features of children with opsoclonus-myoclonus-ataxia syndrome (OMAS).Methods:A total of 46 patients who met the diagnostic criteria of OMAS in the Department of Neurology, Beijing Children′s Hospital from June 2015 to June 2023 were retrospectively analyzed. Centralized online consultations or telephone visits were conducted between June and August 2023. The data of the children during hospitalization and follow-up were collected, including clinical manifestations, assistant examination, treatment and prognosis. According to the presence or absence of tumor, the patients were divided into two groups. The chi-square test or Mann-Whitney U test was used to compare the differences between the two groups. Univariate Logistic regression was used to analyze the factors related to OMAS recurrence and prognosis. Results:There were 46 patients, with 25 males and the onset age of 1.5 (1.2, 2.4) years. Twenty-six (57%) patients were diagnosed with neuroblastoma during the course of the disease, and no patients were categorized into the high-risk group. A total of 36 patients (78%) were followed up for≥6 months, and all of them were treated with first-line therapy with glucocorticoids, gammaglobulin and (or) adrenocorticotrophic hormone. Among the 36 patients, 9 patients (25%) were treated with second-line therapy for ≥3 months, including rituximab or cyclophosphamide, and 17 patients (47%) received chemotherapy related to neuroblastoma. At the follow-up time of 4.2 (2.2, 5.5) years, 10 patients (28%) had relapsed of OMAS. The Mitchell and Pike OMS rating scale score at the final follow-up was 0.5 (0, 2.0). Seven patients (19%) were mildly cognitively behind their peers and 6 patients (17%) were severely behind. Only 1 patient had tumor recurrence during follow-up. The history of vaccination or infection before onset was more common in the non-tumor group than in the tumor group (55%(11/20) vs. 23%(6/26), χ2=4.95, P=0.026). Myoclonus occurred more frequently in the non-tumor group (40%(8/20) vs. 4%(1/26), χ2=7.23, P=0.007) as the onset symptom. Univariate Logistic regression analysis showed that the tumor group had less recurrence ( OR=0.19 (0.04-0.93), P=0.041). The use of second-line therapy or chemotherapy within 6 months of the disease course had a better prognosis ( OR=11.64 (1.27-106.72), P=0.030). Conclusions:OMAS in children mostly starts in early childhood, and about half are combined with neuroblastoma. Neuroblastoma in combination with OMAS usually has a low risk classification and good prognosis. When comparing patients with OMAS with and without tumors, the latter have a more common infection or vaccination triggers, and myoclonus, as the onset symptom, is more common. Early addition of second-line therapy is associated with better prognosis in OMAS.
8.The correlation between coronary artery plaque & perivascular adipose tissue parameters and non-alcoholic fatty liver disease
Ying TIAN ; Chao WANG ; Zhou WANG ; Yongfeng REN ; Jian LI
Journal of Practical Radiology 2024;40(5):725-728,740
Objective To investigate the correlation between non-alcoholic fatty liver disease(NAFLD)and coronary artery plaque and perivascular adipose tissue(PVAT)parameters.Methods A total of 119 patients who underwent liver ultrasound and coronary computed tomography angiography(CCTA)examination were selected and divided into NAFLD group(50 cases)and non-NAFLD group(69 cases).The types of coronary artery plaque,plaque vulnerability,plaque involvement length,plaque load,vascular remode-ling,degree of vessel stenosis,and parameters of pericoronary fat[pericoronary fat attenuation index(pFAI),pericoronary fat total volume of voxels(pFV),perivascular water attenuation index(PVWI)]were evaluated.The data were analyzed statistically.Results The incidence of vulnerable plaque in NAFLD group was higher than that in non-NAFLD group,and the difference was statistically significant(P<0.001).The incidence of positive vascular remodeling in NAFLD group was higher than that in non-NAFLD group,the incidence of no remodeling was the opposite,and the differences were statistically significant(P=0.001).The incidence of non-calcified plaque in NAFLD group was higher than that in non-NAFLD group,and the incidence of calcified plaque was the opposite(P=0.011).The incidence of severe stenosis in NAFLD group was higher than that in non-NAFLD group,and the incidence of moderate stenosis was the opposite,with statistical significance(P=0.004).The pFAI and plaque load in NAFLD group was higher than that in non-NAFLD group,and the pFV value was lower than that in non-NAFLD group,with statistical significance(P<0.001,P=0.029,P=0.002).Conclusion The incidences of vulnerable plaque,positive remodeling,non-calcified plaque,vascular severe stenosis,and plaque load are significantly higher in NAFLD group than those in non-NAFLD group.In addition,pFAI increases and pFV decreases in NAFLD group.
9.Application of failure mode and effects analysis based on action priority in the prevention and control of surgical site infection after colorectal surgery
Hong-Man WU ; Jing-Min LAI ; Le-Tao CHEN ; Chen-Chao FU ; Zi-Yuan TANG ; Feng ZHOU ; Cui ZENG ; Lan-Man ZENG ; Nan REN ; Xun HUANG
Chinese Journal of Infection Control 2024;23(7):881-888
Objective To evaluate the process risk of the implementation of prevention and control measures for surgical site infection(SSI)after colorectal surgery,and explore the application effect of failure mode and effects analysis(FMEA)based on action priority.Methods FMEA based on action priority was adopted to evaluate the whole process of the implementation of prevention and control measures for SSI after colorectal surgery.Prioritiza-tion ranking was conducted according to whether optimized measures were taken.Standard-reaching rate of comp-liance to SSI prevention and control measures as well as SSI incidence before and after the implementation of FMEA were compared.Results After evaluation,there were 7 high-priority and 22 medium-priority prevention and control measures for SSI.The control of medium-priority measures was strengthened,with a focus on developing further preventive and detectable measures for high-priority measures.The re-evaluation results after improvement showed that 7 high-priority measures have been downgraded to medium priority,and 16 medium-priority measures have been downgraded to low priority.Standard-reaching rate of compliance to SSI prevention and control measures in-creased from 77.15%(2 566/3 326)to 92.47%(3 096/3 348),and SSI incidence decreased from 6.04%(58/960)to 2.54%(60/2 364).Conclusion Application of FMEA based on action priority can effectively evaluate the risk of prevention and control process of SSI after colorectal surgery,and adopting preventive risk control measures accord-ing to the current situation can reduce the incidence of SSI after colorectal surgery.
10.Antimicrobial resistance of bacteria from blood specimens:surveillance re-port from Hunan Province Antimicrobial Resistance Surveillance System,2012-2021
Hong-Xia YUAN ; Jing JIANG ; Li-Hua CHEN ; Chen-Chao FU ; Chen LI ; Yan-Ming LI ; Xing-Wang NING ; Jun LIU ; Guo-Min SHI ; Man-Juan TANG ; Jing-Min WU ; Huai-De YANG ; Ming ZHENG ; Jie-Ying ZHOU ; Nan REN ; An-Hua WU ; Xun HUANG
Chinese Journal of Infection Control 2024;23(8):921-931
Objective To understand the change in distribution and antimicrobial resistance of bacteria isolated from blood specimens of Hunan Province,and provide for the initial diagnosis and treatment of clinical bloodstream infection(BSI).Methods Data reported from member units of Hunan Province Antimicrobial Resistance Survei-llance System from 2012 to 2021 were collected.Bacterial antimicrobial resistance surveillance method was imple-mented according to the technical scheme of China Antimicrobial Resistance Surveillance System(CARSS).Bacteria from blood specimens and bacterial antimicrobial susceptibility testing results were analyzed by WHONET 5.6 soft-ware and SPSS 27.0 software.Results A total of 207 054 bacterial strains were isolated from blood specimens from member units in Hunan Province Antimicrobial Resistance Surveillance System from 2012 to 2021,including 107 135(51.7%)Gram-positive bacteria and 99 919(48.3%)Gram-negative bacteria.There was no change in the top 6 pathogenic bacteria from 2012 to 2021,with Escherichia coli(n=51 537,24.9%)ranking first,followed by Staphylococcus epidermidis(n=29 115,14.1%),Staphylococcus aureus(n=17 402,8.4%),Klebsiella pneu-moniae(17 325,8.4%),Pseudomonas aeruginosa(n=4 010,1.9%)and Acinetobacter baumannii(n=3 598,1.7%).The detection rate of methicillin-resistant Staphylococcus aureus(MRSA)decreased from 30.3%in 2015 to 20.7%in 2021,while the detection rate of methicillin-resistant coagulase-negative Staphylococcus(MRCNS)showed an upward trend year by year(57.9%-66.8%).No Staphylococcus was found to be resistant to vancomy-cin,linezolid,and teicoplanin.Among Gram-negative bacteria,constituent ratios of Escherichia coli and Klebsiella pneumoniae were 43.9%-53.9%and 14.2%-19.5%,respectively,both showing an upward trend(both P<0.001).Constituent ratios of Pseudomonas aeruginosa and Acinetobacter baumannii were 3.6%-5.1%and 3.0%-4.5%,respectively,both showing a downward trend year by year(both P<0.001).From 2012 to 2021,resistance rates of Escherichia coli to imipenem and ertapenem were 1.0%-2.0%and 0.6%-1.1%,respectively;presenting a downward trend(P<0.001).The resistant rates of Klebsiella pneumoniae to meropenem and ertapenem were 7.4%-13.7%and 4.8%-6.4%,respectively,presenting a downward trend(both P<0.001).The resistance rates of Pseudomonas aeruginosa and Acinetobacter baumannii to carbapenem antibiotics were 7.1%-15.6%and 34.7%-45.7%,respectively.The trend of resistance to carbapenem antibiotics was relatively stable,but has de-creased compared with 2012-2016.The resistance rates of Escherichia coli to the third-generation cephalosporins from 2012 to 2021 were 41.0%-65.4%,showing a downward trend year by year.Conclusion The constituent ra-tio of Gram-negative bacillus from blood specimens in Hunan Province has been increasing year by year,while the detection rate of carbapenem-resistant Gram-negative bacillus remained relatively stable in the past 5 years,and the detection rate of coagulase-negative Staphylococcus has shown a downward trend.


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