1.Changing resistance profiles of Enterobacter isolates in hospitals across China:results from the CHINET Antimicrobial Resistance Surveillance Program,2015-2021
Shaozhen YAN ; Ziyong SUN ; Zhongju CHEN ; Yang YANG ; Fupin HU ; Demei ZHU ; Yi XIE ; Mei KANG ; Fengbo ZHANG ; Ping JI ; Zhidong HU ; Jin LI ; Sufang GUO ; Han SHEN ; Wanqing ZHOU ; Yingchun XU ; Xiaojiang ZHANG ; Xuesong XU ; Chao YAN ; Chuanqing WANG ; Pan FU ; Wei JIA ; Gang LI ; Yuanhong XU ; Ying HUANG ; Dawen GUO ; Jinying ZHAO ; Wen'en LIU ; Yanming LI ; Hua YU ; Xiangning HUANG ; Bin SHAN ; Yan DU ; Shanmei WANG ; Yafei CHU ; Yuxing NI ; Jingyong SUN ; Yunsong YU ; Jie LIN ; Chao ZHUO ; Danhong SU ; Lianhua WEI ; Fengmei ZOU ; Yan JIN ; Chunhong SHAO ; Jihong LI ; Lixia ZHANG ; Juan MA ; Yunzhuo CHU ; Sufei TIAN ; Jinju DUAN ; Jianbang KANG ; Ruizhong WANG ; Hua FANG ; Fangfang HU ; Yunjian HU ; Xiaoman AI ; Fang DONG ; Zhiyong LÜ ; Hong ZHANG ; Chun WANG ; Yong ZHAO ; Ping GONG ; Lei ZHU ; Jinhua MENG ; Xiaobo MA ; Yanping ZHENG ; Jinsong WU ; Yuemei LU ; Ruyi GUO ; Yan ZHU ; Kaizhen WEN ; Yirong ZHANG ; Chunlei YUE ; Jiangshan LIU ; Wenhui HUANG ; Shunhong XUE ; Xuefei HU ; Hongqin GU ; Jiao FENG ; Shuping ZHOU ; Yan ZHOU ; Yunsheng CHEN ; Qing MENG ; Bixia YU ; Jilu SHEN ; Rui DOU ; Shifu WANG ; Wen HE ; Longfeng LIAO ; Lin JIANG
Chinese Journal of Infection and Chemotherapy 2024;24(3):309-317
Objective To examine the changing antimicrobial resistance profile of Enterobacter spp.isolates in 53 hospitals across China from 2015 t0 2021.Methods The clinical isolates of Enterobacter spp.were collected from 53 hospitals across China during 2015-2021 and tested for antimicrobial susceptibility using Kirby-Bauer method or automated testing systems according to the CHINET unified protocol.The results were interpreted according to the breakpoints issued by the Clinical & Laboratory Standards Institute(CLSI)in 2021(M100 31st edition)and analyzed with WHONET 5.6 software.Results A total of 37 966 Enterobacter strains were isolated from 2015 to 2021.The proportion of Enterobacter isolates among all clinical isolates showed a fluctuating trend over the 7-year period,overall 2.5%in all clinical isolates amd 5.7%in Enterobacterale strains.The most frequently isolated Enterobacter species was Enterobacter cloacae,accounting for 93.7%(35 571/37 966).The strains were mainly isolated from respiratory specimens(44.4±4.6)%,followed by secretions/pus(16.4±2.3)%and urine(16.0±0.9)%.The strains from respiratory samples decreased slightly,while those from sterile body fluids increased over the 7-year period.The Enterobacter strains were mainly isolated from inpatients(92.9%),and only(7.1±0.8)%of the strains were isolated from outpatients and emergency patients.The patients in surgical wards contributed the highest number of isolates(24.4±2.9)%compared to the inpatients in any other departement.Overall,≤ 7.9%of the E.cloacae strains were resistant to amikacin,tigecycline,polymyxin B,imipenem or meropenem,while ≤5.6%of the Enterobacter asburiae strains were resistant to these antimicrobial agents.E.asburiae showed higher resistance rate to polymyxin B than E.cloacae(19.7%vs 3.9%).Overall,≤8.1%of the Enterobacter gergoviae strains were resistant to tigecycline,amikacin,meropenem,or imipenem,while 10.5%of these strains were resistant to polycolistin B.The overall prevalence of carbapenem-resistant Enterobacter was 10.0%over the 7-year period,but showing an upward trend.The resistance profiles of Enterobacter isolates varied with the department from which they were isolated and whether the patient is an adult or a child.The prevalence of carbapenem-resistant E.cloacae was the highest in the E.cloacae isolates from ICU patients.Conclusions The results of the CHINET Antimicrobial Resistance Surveillance Program indicate that the proportion of Enterobacter strains in all clinical isolates fluctuates slightly over the 7-year period from 2015 to 2021.The Enterobacter strains showed increasing resistance to multiple antimicrobial drugs,especially carbapenems over the 7-year period.
2.Expert consensus on pediatric orthodontic therapies of malocclusions in children
Zhou CHENCHEN ; Duan PEIPEI ; He HONG ; Song JINLIN ; Hu MIN ; Liu YUEHUA ; Liu YAN ; Guo JIE ; Jin FANG ; Cao YANG ; Jiang LINGYONG ; Ye QINGSONG ; Zhu MIN ; Jiang BEIZHAN ; Ruan WENHUA ; Yuan XIAO ; Li HUANG ; Zou RUI ; Tian YULOU ; Gao LI ; Shu RUI ; Chen JIANWEI ; Liu RENKAI ; Zou SHUJUAN ; Li XIAOBING
International Journal of Oral Science 2024;16(2):186-196
Malocclusion,identified by the World Health Organization(WHO)as one of three major oral diseases,profoundly impacts the dental-maxillofacial functions,facial esthetics,and long-term development of~260 million children in China.Beyond its physical manifestations,malocclusion also significantly influences the psycho-social well-being of these children.Timely intervention in malocclusion can foster an environment conducive to dental-maxillofacial development and substantially decrease the incidence of malocclusion or reduce the severity and complexity of malocclusion in the permanent dentition,by mitigating the negative impact of abnormal environmental influences on the growth.Early orthodontic treatment encompasses accurate identification and treatment of dental and maxillofacial morphological and functional abnormalities during various stages of dental-maxillofacial development,ranging from fetal stages to the early permanent dentition phase.From an economic and societal standpoint,the urgency for effective early orthodontic treatments for malocclusions in childhood cannot be overstated,underlining its profound practical and social importance.This consensus paper discusses the characteristics and the detrimental effects of malocclusion in children,emphasizing critical need for early treatment.It elaborates on corresponding core principles and fundamental approaches in early orthodontics,proposing comprehensive guidance for preventive and interceptive orthodontic treatment,serving as a reference for clinicians engaged in early orthodontic treatment.
3.Trends in prevalence of depression symptoms among middle-aged and elderly residents in China from 2011 to 2018
Journal of Preventive Medicine 2023;35(8):649-654
Objective:
To investigate the trends in prevalence of depression symptoms among middle-aged and elderly residents at ages of 45 years and older in China from 2011 to 2018, so as to provide insights into depression prevention and control among middle-aged and elderly residents.
Methods:
Demographic features and evaluation data of depressive symptoms were collected from middle-aged and elderly residents at ages of 45 years and older recorded during four follow-ups in the China Health and Retirement Longitudinal Study (CHARLS), and the depressive symptoms were screened using the Center for Epidemiological Studies Depression Scale (CES-D). Following sampling weights, non-response weights, and post-stratification weighting, the detection of depressive symptoms was analyzed among the middle-aged and elderly residents with different demographics, and the trends in prevalence of depressive symptoms were identified using annual percent change (APC).
Results:
A total of 48 223 middle-aged and elderly residents were enrolled, including 12 624, 10 427, 12 144, and 13 028 residents in 2011, 2013, 2015 and 2018, with mean ages of (58.8±9.4), (58.9±9.2), (59.0±9.2), and (61.1±9.2) years, respectively. The prevalence of depressive symptoms was 34.5% (95%CI: 33.3%-35.8%), 29.6% (95%CI: 28.5%- 30.8%), 30.6% (95%CI: 29.4%-31.8%), and 35.0% (95%CI: 33.6%-36.4%) among middle-aged and elderly residents in 2011, 2013, 2015 and 2018, respectively, with no remarkable changing trends seen (APC=0.4%, t=0.188, P=0.868). Higher detection was seen among residents at advanced ages, among women than among men, among rural residents than among urban residents, among residents with lower educational levels, among widowed and unmarried residents than among married residents, among unemployed residents than among employees, and among residents that had lower per capita personal consumption expenditures than mean expenditures than among residents that had higher per capita personal consumption expenditures than mean expenditures (all P<0.05).
Conclusions
There were no obvious trends in prevalence of depressive symptoms among middle-aged and elderly residents in China from 2011 to 2018, and individuals with advanced ages, women, urban residents and those with low educational and economic levels should be given a high priority for depression control.
4.Expert consensus on late stage of critical care management.
Bo TANG ; Wen Jin CHEN ; Li Dan JIANG ; Shi Hong ZHU ; Bin SONG ; Yan Gong CHAO ; Tian Jiao SONG ; Wei HE ; Yang LIU ; Hong Min ZHANG ; Wen Zhao CHAI ; Man hong YIN ; Ran ZHU ; Li Xia LIU ; Jun WU ; Xin DING ; Xiu Ling SHANG ; Jun DUAN ; Qiang Hong XU ; Heng ZHANG ; Xiao Meng WANG ; Qi Bing HUANG ; Rui Chen GONG ; Zun Zhu LI ; Mei Shan LU ; Xiao Ting WANG
Chinese Journal of Internal Medicine 2023;62(5):480-493
We wished to establish an expert consensus on late stage of critical care (CC) management. The panel comprised 13 experts in CC medicine. Each statement was assessed based on the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) principle. Then, the Delphi method was adopted by 17 experts to reassess the following 28 statements. (1) ESCAPE has evolved from a strategy of delirium management to a strategy of late stage of CC management. (2) The new version of ESCAPE is a strategy for optimizing treatment and comprehensive care of critically ill patients (CIPs) after the rescue period, including early mobilization, early rehabilitation, nutritional support, sleep management, mental assessment, cognitive-function training, emotional support, and optimizing sedation and analgesia. (3) Disease assessment to determine the starting point of early mobilization, early rehabilitation, and early enteral nutrition. (4) Early mobilization has synergistic effects upon the recovery of organ function. (5) Early functional exercise and rehabilitation are important means to promote CIP recovery, and gives them a sense of future prospects. (6) Timely start of enteral nutrition is conducive to early mobilization and early rehabilitation. (7) The spontaneous breathing test should be started as soon as possible, and a weaning plan should be selected step-by-step. (8) The waking process of CIPs should be realized in a planned and purposeful way. (9) Establishment of a sleep-wake rhythm is the key to sleep management in post-CC management. (10) The spontaneous awakening trial, spontaneous breathing trial, and sleep management should be carried out together. (11) The depth of sedation should be adjusted dynamically in the late stage of CC period. (12) Standardized sedation assessment is the premise of rational sedation. (13) Appropriate sedative drugs should be selected according to the objectives of sedation and drug characteristics. (14) A goal-directed minimization strategy for sedation should be implemented. (15) The principle of analgesia must be mastered first. (16) Subjective assessment is preferred for analgesia assessment. (17) Opioid-based analgesic strategies should be selected step-by-step according to the characteristics of different drugs. (18) There must be rational use of non-opioid analgesics and non-drug-based analgesic measures. (19) Pay attention to evaluation of the psychological status of CIPs. (20) Cognitive function in CIPs cannot be ignored. (21) Delirium management should be based on non-drug-based measures and rational use of drugs. (22) Reset treatment can be considered for severe delirium. (23) Psychological assessment should be conducted as early as possible to screen-out high-risk groups with post-traumatic stress disorder. (24) Emotional support, flexible visiting, and environment management are important components of humanistic management in the intensive care unit (ICU). (25) Emotional support from medical teams and families should be promoted through"ICU diaries"and other forms. (26) Environmental management should be carried out by enriching environmental content, limiting environmental interference, and optimizing the environmental atmosphere. (27) Reasonable promotion of flexible visitation should be done on the basis of prevention of nosocomial infection. (28) ESCAPE is an excellent project for late stage of CC management.
Humans
;
Consensus
;
Critical Care/methods*
;
Intensive Care Units
;
Pain/drug therapy*
;
Analgesics/therapeutic use*
;
Delirium/therapy*
;
Critical Illness
5.The efficacy of chemotherapy re-challenge in third-line setting for metastatic colorectal cancer patients: a real-world study.
Jing Jing DUAN ; Tao NING ; Ming BAI ; Le ZHANG ; Hong Li LI ; Rui LIU ; Shao Hua GE ; Xia WANG ; Yu Chong YANG ; Zhi JI ; Fei Xue WANG ; Yan Sha SUN ; Yi BA ; Ting DENG
Chinese Journal of Oncology 2023;45(11):967-972
Objective: To explore the efficacy of chemotherapy re-challenge in the third-line setting for patients with metastatic colorectal cancer (mCRC) in the real world. Methods: The clinicopathological data, treatment information, recent treatment efficacy, adverse events and survival data of mCRC patients who had disease progression after treatment with oxaliplatin-based and/or irinotecan-based chemotherapy and received third-line chemotherapy re-challenge from January 2013 to December 2020 at Tianjin Medical University Cancer Institute and Hospital were retrospectively collected. Survival curves were plotted with the Kaplan-Meier method, and the Cox proportional hazard model was used to analyze the prognostic factors. Results: A total of 95 mCRC patients were included. Among them, 32 patients (33.7%) received chemotherapy alone and 63 patients (66.3%) received chemotherapy combined with targeted drugs. Eighty-three patients were treated with dual-drug chemotherapy (87.4%), including oxaliplatin re-challenge in 35 patients and irinotecan re-challenge in 48 patients. The remaining 12 patients were treated with triplet chemotherapy regimens (12.6%). Among them, as 5 patients had sequential application of oxaliplatin and irinotecan in front-line treatments, their third-line therapy re-challenged both oxaliplatin and irinotecan; 7 patients only had oxaliplatin prescription before, and these patients re-challenged oxaliplatin in the third-line treatment. The overall response rate (ORR) and disease control rate (DCR) reached 8.6% (8/93) and 61.3% (57/93), respectively. The median progression free survival (mPFS) and median overall survival (mOS) were 4.9 months and 13.0 months, respectively. The most common adverse events were leukopenia (34.7%) and neutropenia (34.7%), followed by gastrointestinal adverse reactions such as nausea (32.6%) and vomiting (31.6%). Grade 3-4 adverse events were mostly hematological toxicity. Cox multivariate analysis showed that gender (HR=1.609, 95% CI: 1.016-2.548) and the PFS of front-line treatments (HR=0.598, 95% CI: 0.378-0.947) were independent prognostic factors. Conclusion: The results suggested that it is safe and effective for mCRC patients to choose third-line chemotherapy re-challenge, especially for patients with a PFS of more than one year in front-line treatments.
Humans
;
Irinotecan/therapeutic use*
;
Oxaliplatin/therapeutic use*
;
Colorectal Neoplasms/pathology*
;
Retrospective Studies
;
Fluorouracil
;
Colonic Neoplasms/chemically induced*
;
Rectal Neoplasms/drug therapy*
;
Antineoplastic Combined Chemotherapy Protocols/adverse effects*
;
Camptothecin/adverse effects*
6.The efficacy of chemotherapy re-challenge in third-line setting for metastatic colorectal cancer patients: a real-world study.
Jing Jing DUAN ; Tao NING ; Ming BAI ; Le ZHANG ; Hong Li LI ; Rui LIU ; Shao Hua GE ; Xia WANG ; Yu Chong YANG ; Zhi JI ; Fei Xue WANG ; Yan Sha SUN ; Yi BA ; Ting DENG
Chinese Journal of Oncology 2023;45(11):967-972
Objective: To explore the efficacy of chemotherapy re-challenge in the third-line setting for patients with metastatic colorectal cancer (mCRC) in the real world. Methods: The clinicopathological data, treatment information, recent treatment efficacy, adverse events and survival data of mCRC patients who had disease progression after treatment with oxaliplatin-based and/or irinotecan-based chemotherapy and received third-line chemotherapy re-challenge from January 2013 to December 2020 at Tianjin Medical University Cancer Institute and Hospital were retrospectively collected. Survival curves were plotted with the Kaplan-Meier method, and the Cox proportional hazard model was used to analyze the prognostic factors. Results: A total of 95 mCRC patients were included. Among them, 32 patients (33.7%) received chemotherapy alone and 63 patients (66.3%) received chemotherapy combined with targeted drugs. Eighty-three patients were treated with dual-drug chemotherapy (87.4%), including oxaliplatin re-challenge in 35 patients and irinotecan re-challenge in 48 patients. The remaining 12 patients were treated with triplet chemotherapy regimens (12.6%). Among them, as 5 patients had sequential application of oxaliplatin and irinotecan in front-line treatments, their third-line therapy re-challenged both oxaliplatin and irinotecan; 7 patients only had oxaliplatin prescription before, and these patients re-challenged oxaliplatin in the third-line treatment. The overall response rate (ORR) and disease control rate (DCR) reached 8.6% (8/93) and 61.3% (57/93), respectively. The median progression free survival (mPFS) and median overall survival (mOS) were 4.9 months and 13.0 months, respectively. The most common adverse events were leukopenia (34.7%) and neutropenia (34.7%), followed by gastrointestinal adverse reactions such as nausea (32.6%) and vomiting (31.6%). Grade 3-4 adverse events were mostly hematological toxicity. Cox multivariate analysis showed that gender (HR=1.609, 95% CI: 1.016-2.548) and the PFS of front-line treatments (HR=0.598, 95% CI: 0.378-0.947) were independent prognostic factors. Conclusion: The results suggested that it is safe and effective for mCRC patients to choose third-line chemotherapy re-challenge, especially for patients with a PFS of more than one year in front-line treatments.
Humans
;
Irinotecan/therapeutic use*
;
Oxaliplatin/therapeutic use*
;
Colorectal Neoplasms/pathology*
;
Retrospective Studies
;
Fluorouracil
;
Colonic Neoplasms/chemically induced*
;
Rectal Neoplasms/drug therapy*
;
Antineoplastic Combined Chemotherapy Protocols/adverse effects*
;
Camptothecin/adverse effects*
7.Analysis of intestinal microbial diversity in Leopoldamys edwardsi based on illumina sequencing technique.
Duan Duan XUAN ; Yuan Li LI ; Guan Nan ZHANG ; Lin Wei DING ; Pei Pei CAO ; Rui Jie JIA ; Yu Ai ZHENG ; Xiao Jun ZHOU ; Liang Yuan PAN ; Shou Kui HU ; Li Na NIU
Chinese Journal of Preventive Medicine 2022;56(4):512-518
To explore the composition and diversity of the intestinal microflora of Leopoldamys edwardsi in Hainan Island. In November 2019, DNA was extracted from fecal samples of 25 adult Leopoldamys edwardsi (14 males and 11 females) in Hainan Island at the Joint Laboratory of tropical infectious diseases of Hainan Medical College and Hong Kong University. Based on the IonS5TMXL sequencing platform, single-end sequencing (Single-End) was used to construct a small fragment library for single-end sequencing. Based on Reads shear filtration and OTUs clustering. The species annotation and abundance analysis of OTUs were carried out by using mothur method and SSUrRNA database, and further conducted α diversity and β diversity analysis. A total of 1481842 high quality sequences, belonging to 14 Phyla, 85 families and 186 Genera, were obtained from 25 intestinal excrement samples of Leopoldamys edwardsi. At the level of phyla classification, the main core biota of the Leopoldamys edwardsi contained Firmicutes (46.04%),Bacteroidetes (25.34%), Proteobacteria (17.09%), Tenericutes (7.38%) and Actinobacteria (1.67%), these five phyla account for 97.52% of all phyla. The ratio of Helicobacter which occupied the largest proportion at the genus level was 12.44%, followed by Lactobacillus (11.39%), Clostridium (6.19%),Mycoplasma (4.23%) and Flavonifractor (3.52%). High throughput sequencing analysis showed that the intestinal flora of Leopoldamys edwardsi in Hainan Island was complex and diverse, which had the significance of further research.
Adult
;
Animals
;
Bacteria/genetics*
;
Feces/microbiology*
;
Female
;
Gastrointestinal Microbiome/genetics*
;
High-Throughput Nucleotide Sequencing
;
Humans
;
Intestines
;
Male
;
Murinae/genetics*
8.Expert Consensus on Clinical Diseases Responding Specifically to Traditional Chinese Medicine:Membranous Nephropathy
Bao-li LIU ; Yi-fei ZHONG ; Wei-jing LIU ; Ming WANG ; Bo YANG ; Hong-yu CHEN ; Zhi-guo MAO ; Yi-lun ZHOU ; Fang SUN ; Hong-liang RUI ; Ya-juan DUAN ; Wen-hu LIU ; Hong-tao YANG ; Xiao-xiao ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2021;27(16):185-190
Traditional Chinese medicine (TCM) is a great treasure house, exhibiting unique advantages in the treatment of some difficult and critical diseases. The incidence rate of membranous nephropathy has increased year by year in recent years, and has become the first cause of primary glomerular diseases. However, its pathogenesis is not clear. Modern medicine often uses immunosuppressive therapy, but it often faces the problems of high side effects and high recurrence rate. The China Association of Chinese Medicine (CACM) invited clinical experts of TCM and western medicine to fully discuss membranous nephropathy, which was later confirmed to be one of the clinical diseases responding specifically to TCM. Apart from summarizing the pathogenesis and clinical diagnosis and treatment of membranous nephropathy in both TCM and western medicine, this paper also detailed TCM cognition, syndrome differentiation, and therapeutic schemes of membranous nephropathy, aiming to improve the clinical remission rate of membranous nephropathy and provide reference for its clinical treatment.
9. Safety and efficacy of 5.3 mm intervertebral endoscopy in minimally invasive technique for lumbar disc herniation
Haitao DUAN ; Rui XU ; Yong MA ; Canfeng WANG ; Hong FAN
Clinical Medicine of China 2020;36(1):66-70
Objective:
To study the application value of nerve root decompression through posterior approach in minimally invasive surgery of lumbar disc herniation (LDH).
Methods:
From June 2016 to June 2018, 80 patients with unilateral single segment LDH were selected and diagnosed in Yunnan Puer People′s Hospital.The patients were divided into control group and observation group according to the random number table method, 40 cases in each group.The control group was treated with posterior fenestration and nucleus pulposus extraction, and the observation group was treated with posterior neurolysis and decompression through 5.3 mm intervertebral foramen.The incision length, operation time, intraoperative blood loss and postoperative hospital stay were compared between the two groups.The visual analog scale (VAS) of pain before operation and 1, 2, 7 days after operation was compared.The Japanese Orthopedic Association (JOA) score and the Oswestry disability index (ODI) questionnaire score before operation and 1, 3, 12 months after operation were compared.The effect of lumbar function recovery 12 months after operation was compared.
Results:
The incision length, operation time, days in-hospital after operation, and bleeding amount in observation group were (0.9±0.2) cm, (50.8±8.6) min, (16.5±5.9) ml, (4.3±0.5)d, and in control group were (4.6±0.8) cm, (72.3±15.2) min, (52.5±10.3) ml, (7.2±0.9)d.The differences between the two groups were statistically significant (
10.Status of glycosylated hemoglobin and prediction of glycemic control among patients with insulin-treated type 2 diabetes in North China: a multicenter observational study
Wang JIAO ; Wang MENG-YANG ; Wang HUI ; Liu HONG-WEI ; Lu RUI ; Duan TONG-QING ; Li CHANG-PING ; Cui ZHUANG ; Liu YUAN-YUAN ; Lyu YUAN-JUN ; Ma JUN
Chinese Medical Journal 2020;133(1):17-24
Background:Blood glucose control is closely related to type 2 diabetes mellitus (T2DM) prognosis.This multicenter study aimed to investigate blood glucose control among patients with insulin-treated T2DM in North China and explore the application value of combining an elastic network (EN) with a machine-learning algorithm to predict glycemic control.Methods:Basic information,biochemical indices,and diabetes-related data were collected via questionnaire from 2787 consecutive participants recruited from 27 centers in six cities between January 2016 and December 2017.An EN regression was used to address variable collinearity.Then,three common machine learning algorithms (random forest [RF],support vector machine [SVM],and back propagation artificial neural network [BP-ANN]) were used to simulate and predict blood glucose status.Additionally,a stepwise logistic regression was performed to compare the machine learning models.Results:The well-controlled blood glucose rate was 45.82% in North China.The multivariable analysis found that hypertension history,atherosclerotic cardiovascular disease history,exercise,and total cholesterol were protective factors in glycosylated hemoglobin (HbA1c) control,while central adiposity,family history,T2DM duration,complications,insulin dose,blood pressure,and hypertension were risk factors for elevated HbA1c.Before the dimensional reduction in the EN,the areas under the curve of RF,SVM,and BP were 0.73,0.61,and 0.70,respectively,while these figures increased to 0.75,0.72,and 0.72,respectively,after dimensional reduction.Moreover,the EN and machine learning models had higher sensitivity and accuracy than the logistic regression models (the sensitivity and accuracy of logistic were 0.52 and 0.56;RF:0.79,0.70;SVM:0.84,0.73;BP-ANN:0.78,0.73,respectively).Conclusions:More than half of T2DM patients in North China had poor glycemic control and were at a higher risk of developing diabetic complications.The EN and machine learning algorithms are alternative choices,in addition to the traditional logistic model,for building predictive models of blood glucose control in patents with T2DM.


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