1.Risk factor analysis of carbapenem-resistant enterobacteriaceae infection based on machine learning
Chunhai XIAO ; Shuang LIANG ; Xianglu LIU ; Juanfang WU ; Huimin MA ; Shan ZHONG
International Journal of Laboratory Medicine 2024;45(1):79-83
Objective To explore the machine learning model and risk factor analysis for hospital infection caused by carbapenem-resistant enterobacteriaceae(CRE).Methods The clinical data of totally 451 patients infected with extended-spectrum β-lactamases(ESBL)producing Enterobacteriaceae treated in the hospital from 2018 to 2022 were retrospectively collected.The patients were divided into CRE group(115 cases)and sensitive group(336 cases)according to the susceptibility of carbapenem.Four machine learning methods in-cluding Logistic regression analysis,random forest,support vector machine,and neural network were used to build prediction models and receiver operating characteristic curve was used to evaluate.Based on the predic-tion model with the best performance,risk factors for CRE infection were analyzed.Results Random forest model had the best performance,with the area under the curve of 0.952 3.The risk factors for predicting CRE infection by the random forest model included 15 clinical data items,namely fever for more than 3 days,cere-bral injury,drainage fluid sample,trunk surgery,first-level or special-level nursing,ICU treatment,procalcito-nin,anti-anaerobic bacteria,the use of third-generation cephalosporins,age,pre-albumin,creatinine,white blood cell count,and albumin.Conclusion The CRE prediction model developed in this study has good predic-tive value and the risk factors have guiding significance for the early prevention and treatment of CRE infec-tion in clinical practice.
2.Non-targeted LC-MS profiling reveals association between human early embryo grades and levels of amino acids and carnitines in embryo culture medium
Wen LI ; Xiangyu ZHAO ; Wei DONG ; Cunfei LIU ; Xiaxia LIU ; Hongyan XU ; Zhaopeng YU ; Hui LIU ; Chunhai GAO
Chinese Journal of Laboratory Medicine 2023;46(5):458-463
Objective:In order to determine the development potential of human embryos in vitro, amino acid and carnitine levels were measured in the culture medium of different grades of early human embryos. Methods:From the infertile couples who received in vitro fertilization-embryo transfer treatment in the Department of Reproductive Medicine of Linyi People′s Hospital from June 2022 to December 2022, the age of the women was defined as 25-35 years old [31.5(26.5, 33.25)] with 8-20 eggs, 126 cultured cells and embryos of the third day were randomly collected from infertile couples. They were divided into three groups according to the morphological level of the corresponding embryos: excellent, neutral and poor. Amino acids and L-carnitines levels in culture medium were detected by liquid chromatography-mass spectrometry (LC-MS). Using analysis of variance to compare differences among groups, correlation analysis, factor analysis was performed to analyze the association between the levels of amino acids and L-carnitines and development potential of early human embryos.Results:The value of Methionine/Phenylalanine was found statistically different among superior embryo (3.09±1.67), moderate embryo (4.00±1.19) and inferior embryo (4.99±2.04). The difference between the three groups was statistically different ( F=7.09, P<0.05): superior embryo vs moderate embryo ( t=-0.91, P<0.05), superior embryo vs inferior embryo ( t=-1.91, P<0.05), moderate embryo vs inferior embryo ( t=-0.99, P<0.05). Among different amino acids, Phe had the strongest positive correlation with Tyr ( r=0.99, P<0.01). Among different carnitines, C 8/C 10 has the strongest positive correlation with C 5DC+C 6OH/C 16( r=0.44, P<0.01). The weight value of leucine (isoleucine), arginine, valine/phenylalanine, glycine, tyrosine and carnitine(C 5DC+C 6OH)/C 8 calculated by the least square fitting model is 2.22, 1.99, 1.65, 1.54, 1.21 and 1.15 respectively. Conclusion:Leucine, arginine, valine/phenylalanine, glycine, tyrosine and carnitine (C 5DC+C 6OH)/C 8 in embryo culture medium were significantly correlated with the levels of early human embryos in vitro.
3.Expert Consensus for Thermal Ablation of Pulmonary Subsolid Nodules (2021 Edition).
Xin YE ; Weijun FAN ; Zhongmin WANG ; Junjie WANG ; Hui WANG ; Jun WANG ; Chuntang WANG ; Lizhi NIU ; Yong FANG ; Shanzhi GU ; Hui TIAN ; Baodong LIU ; Lou ZHONG ; Yiping ZHUANG ; Jiachang CHI ; Xichao SUN ; Nuo YANG ; Zhigang WEI ; Xiao LI ; Xiaoguang LI ; Yuliang LI ; Chunhai LI ; Yan LI ; Xia YANG ; Wuwei YANG ; Po YANG ; Zhengqiang YANG ; Yueyong XIAO ; Xiaoming SONG ; Kaixian ZHANG ; Shilin CHEN ; Weisheng CHEN ; Zhengyu LIN ; Dianjie LIN ; Zhiqiang MENG ; Xiaojing ZHAO ; Kaiwen HU ; Chen LIU ; Cheng LIU ; Chundong GU ; Dong XU ; Yong HUANG ; Guanghui HUANG ; Zhongmin PENG ; Liang DONG ; Lei JIANG ; Yue HAN ; Qingshi ZENG ; Yong JIN ; Guangyan LEI ; Bo ZHAI ; Hailiang LI ; Jie PAN
Chinese Journal of Lung Cancer 2021;24(5):305-322
"The Expert Group on Tumor Ablation Therapy of Chinese Medical Doctor Association, The Tumor Ablation Committee of Chinese College of Interventionalists, The Society of Tumor Ablation Therapy of Chinese Anti-Cancer Association and The Ablation Expert Committee of the Chinese Society of Clinical Oncology" have organized multidisciplinary experts to formulate the consensus for thermal ablation of pulmonary subsolid nodules or ground-glass nodule (GGN). The expert consensus reviews current literatures and provides clinical practices for thermal ablation of GGN. The main contents include: (1) clinical evaluation of GGN, (2) procedures, indications, contraindications, outcomes evaluation and related complications of thermal ablation for GGN and (3) future development directions.
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4.ApplicativestudyofquantitativeparametersofDCEGMRIand3DGASLinpreoperativegliomagrading
Ning WANG ; Hong YIN ; Yibin XI ; Chen LI ; Xiaowei KANG ; Tingting LIU ; Chunhai LUO
Journal of Practical Radiology 2019;35(5):699-703
Objective TostudythevalueofquantitativeparametersofDCE-MRIandthreedimensionalarterialspinlabeling(3D-ASL) inpreoperativegliomagrading.Methods 70patientsdiagnosedpathologicallywithinitialgliomawereassessedretrospectively,including 32caseswithlow-gradeglioma(LGG)and38caseswithhigh-gradeglioma(HGG).Allpatientsunderwentconventional,enhanced, DCEand3D-ASL MRIat3.0Tbeforesurgery.TheparametricvaluesofDCEsuchasvolumetransferconstant(Ktrans),extravascular extracellularspacevolumefraction(Ve),therateconstant(Kep),fractionalplasmavolume(Vp),cerebralbloodflow (CBF)andcerebral bloodvolume(CBV)wereobtainedbycorrespondingpost-processingsoftware.ThecerebralbloodflowofASL (ASL-CBF)wasalso obtained.Ttestoftwoindependentsampleswasusedtoanalyzewhetherthemaximumandaveragevaluesofeachparameterwere statisticallydifferentbetweenLGGand HGG.Thediagnosticaccuracyofdifferenttechniqueforgliomagradingwasdeterminedby ROCcurveanalysis.Results ThemaximumvaluesofDCE-Ktrans,Ve,rCBVandmaximumvalueofASL-rCBFwerestatisticallydifferent betweentheHGGandLGG (P<0.05).AlltheparametricaveragevalueswerestatisticallydifferentbetweentheHGGandLGG (P<0.05).ThemaximumandaveragevaluesofKtranshadarelativelyhighestdiagnosticefficiencyinallparameters,withtheAUCwere0.986 and0.971,theoptimumthresholdwere0.264and0.068,thesensitivitywere93.3%and94.1%,andthespecificitywere100%and 100%,respectively.ThemaximumvaluesofVe,rCBV,ASL-rCBFandtheaveragevaluesofallparametershadarelativelyhigher diagnosticefficiency.Conclusion ThemaximumvaluesofKtrans,VeandrCBFofDCE,themaximumvalueofASL-rCBFandtheaverage valueofeachparameterwereusefultodistinguishbetweenLGGand HGG.ThemaximumandaveragevaluesofKtransarethebest parametersforidentifyingHGGandLGG.
5. Improvement of education for clinical nutrition interns based on Joint Commission International standards
Fang TIAN ; Qian LIU ; Dongmei LU ; Chunhai SHAO ; Jingfang LIU
Chinese Journal of Medical Education Research 2019;18(11):1140-1142
Huashan Hospital became the first Academic Medical Center Hospital accredited by Joint Commission International (JCI) in 2013. The Department of Clinical Nutrition has constantly improved internship education through the introduction of JCI standards. Based on the flexible combination of teaching and practicing modules, clinical nutrition knowledge is closely integrated with professional dietitian skills, and in-depth practical training helps students to acquire much more experience of the occupation as a dietitian. Teachers think highly of students' initiative and knowledge conversion ability, and in the recent five years, undergraduate projects have been enhanced in both quantity and quality.
6. Individualized treatment of intraventricular hemorrhage guided by modified Graeb criteria score and Glasgow coma scale
Fei LONG ; Kunming QIN ; Shengchao LIAO ; Jingzhan WU ; Chunhai TANG ; Tao LIU
Chinese Critical Care Medicine 2019;31(11):1373-1377
Objective:
To investigate the clinical effect of modified Graeb criteria score and Glasgow coma score (GCS) in individualized treatment of intraventricular hemorrhage.
Methods:
113 patients with intraventricular hemorrhage admitted to the department of neurosurgery of Second Affiliated Hospital of Guangxi Medical University from June 2014 to February 2018 were enrolled, and they were divided into 13-15, 9-12, and 3-8 groups according to GCS score at admission, and modified Graeb criteria score was classified as grade Ⅰ, Ⅱ and Ⅲ at the same time. In GCS 9-12 and 3-8 groups, patients with modified Graeb criteria score grade Ⅲ were treated with bilateral extra ventricular drainage, patients with modified Graeb criteria score grade Ⅱ were treated with bilateral extra ventricular drainage or lumbar cistern drainage (GCS 9-12 group was more prior to lumbar cistern drainage, 3-8 group was given priority to extra ventricular drainage), and patients with modified Graeb criteria score grade Ⅰ were treated conservatively. In GCS 13-15 group, bilateral extra ventricular cerebral drainage or lumbar cistern drainage was performed if the modified Graeb criteria score grade was Ⅲ, lumbar cistern drainage or conservative treatment was performed if the modified Graeb criteria score grade was Ⅱ, and conservative treatment was performed if the modified Graeb criteria score grade was Ⅰ. The changes in GCS score at 1 month after individualized treatment and the favourable prognosis rate at 6 months after treatment were observed [favourable prognosis was defined as Glasgow outcome score (GOS) Ⅳ-Ⅴ] as well as the basic clearance time of intraventricular hematomas, and the occurrence of complications such as intracranial infection, pulmonary infection and hydrocephalus were recorded.
Results:
113 patients with intraventricular hemorrhage were enrolled in the final analysis, including 39 patients in GCS 13-15 group, 27 in 9-12 group, and 47 in 3-8 group; 21 patients with the first grade of modified Graeb criteria score, 42 with the second grade and 50 with the third grade. At 1 month after individualized treatment, the GCS scores in GCS 13-15 and 9-12 groups were significantly higher than those at admission (14.8±0.2 vs. 13.7±0.8, 13.1±1.7 vs. 10.7±1.1, both
7.Individualized treatment of intraventricular hemorrhage guided by modified Graeb criteria score and Glasgow coma scale.
Fei LONG ; Kunming QIN ; Shengchao LIAO ; Jingzhan WU ; Chunhai TANG ; Tao LIU
Chinese Critical Care Medicine 2019;31(11):1373-1377
OBJECTIVE:
To investigate the clinical effect of modified Graeb criteria score and Glasgow coma score (GCS) in individualized treatment of intraventricular hemorrhage.
METHODS:
113 patients with intraventricular hemorrhage admitted to the department of neurosurgery of Second Affiliated Hospital of Guangxi Medical University from June 2014 to February 2018 were enrolled, and they were divided into 13-15, 9-12, and 3-8 groups according to GCS score at admission, and modified Graeb criteria score was classified as grade I, II and III at the same time. In GCS 9-12 and 3-8 groups, patients with modified Graeb criteria score grade III were treated with bilateral extra ventricular drainage, patients with modified Graeb criteria score grade II were treated with bilateral extra ventricular drainage or lumbar cistern drainage (GCS 9-12 group was more prior to lumbar cistern drainage, 3-8 group was given priority to extra ventricular drainage), and patients with modified Graeb criteria score grade I were treated conservatively. In GCS 13-15 group, bilateral extra ventricular cerebral drainage or lumbar cistern drainage was performed if the modified Graeb criteria score grade was III, lumbar cistern drainage or conservative treatment was performed if the modified Graeb criteria score grade was II, and conservative treatment was performed if the modified Graeb criteria score grade was I. The changes in GCS score at 1 month after individualized treatment and the favourable prognosis rate at 6 months after treatment were observed [favourable prognosis was defined as Glasgow outcome score (GOS) IV-V] as well as the basic clearance time of intraventricular hematomas, and the occurrence of complications such as intracranial infection, pulmonary infection and hydrocephalus were recorded.
RESULTS:
113 patients with intraventricular hemorrhage were enrolled in the final analysis, including 39 patients in GCS 13-15 group, 27 in 9-12 group, and 47 in 3-8 group; 21 patients with the first grade of modified Graeb criteria score, 42 with the second grade and 50 with the third grade. At 1 month after individualized treatment, the GCS scores in GCS 13-15 and 9-12 groups were significantly higher than those at admission (14.8±0.2 vs. 13.7±0.8, 13.1±1.7 vs. 10.7±1.1, both P < 0.05). When comparing the GCS score of the same patient at admission with that of 1 month after treatment, the GCS scores of the three groups were significantly improved, indicating that the consciousness of patients with different coma levels at admission had been significantly improved after individualized treatment. The basic clearance time of intracerebroventricular hematomas in patients with the second grade of modified Graeb criteria score was (7.0±2.8) days, in patients with the third grade was (6.1±2.0) days. At 6 months after individualized treatment, among 113 patients, GOS score was grade I in 7 patients (6.2%), grade II in 13 patients (11.5%), grade III in 28 patients (24.8%), grade IV in 27 patients (23.9%), and grade V in 38 patients (33.6%), with the favourable prognosis rate of 57.5% (65/113). Among 113 patients, intracranial infection occurred in 5 patients (4.4%), pulmonary infection in 22 patients (19.5%), hydrocephalus in 2 patients (1.8%) and rebleeding in 4 patients (3.5%). In 83 patients with lumbar cistern drainage, 1 patient had post-drainage infection (1.2%), 3 patients had plugging (3.6%), 6 patients had accidental drop of drainage tube (7.2%), and none of them had occipital macroforamen hernia after drainage. Seven of the 113 patients died including 2 patients died of cerebral hernia caused by rebleeding, 5 patients died of severe pneumonia or automatic discharge from hospital.
CONCLUSIONS
The combination of modified Graeb criteria score and GCS score can individualize treatment for patients with intraventricular hemorrhage and effectively improve the prognosis of patients with intraventricular hemorrhage.
Cerebral Hemorrhage
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China
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Glasgow Coma Scale
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Humans
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Hydrocephalus
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Prognosis
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Retrospective Studies
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Treatment Outcome
8.Randomized controlled trial ofYinggencaoformula on psoriasis vulgaris with blood-heat TCM syndrome
Yuanyao SHE ; Yaozhou HUANG ; Chunhai YAO ; Qingyun LIU ; Shaojun CHEN ; Yanli SONG ; Yunfeng LI ; Na LANG
International Journal of Traditional Chinese Medicine 2016;38(4):326-328
ObjectiveTo evaluate the clinical curative effect and security by performing the clinical study ofYinggencao formula in treatment of psoriasis vulgaris with blood-heat TCM syndrome.MethodsA total of 75 patients, diagnosed with Psoriasis Vulgaris Blood-heat RCM syndrome, were randomizedly divided into the treatmeat group with 39 patients and the control group with 36. The treatment group tookYinggencao formula twice daily, while the control group tookQingdai capsules three times daily. All the patients were treated 12 weeks. PASI scores were used as the main outcome and to estimate the curative effect rates.ResultsThe PASI scores of patients in the treatment group (6.97 ± 2.02vs. 16.88 ± 2.91;t=14.380,P=0.009) and the control group (13.14 ± 3.18vs. 17.49 ± 2.32;t=7.780,P=0.013) after treatment showed significantly lower than the scores before. The PASI scores showed significant difference between the two groups after the treatment (P=0.027). The total effective rate of treatment group was significantly higher than the control group (76.9%vs. 61.1%;χ2=5.120, P<0.05).Conclusions TheYinggencao formula therapy showed better effect thanQingdai capsules therapy in treatment of psoriasis vulgaris with blood-heat TCM syndrome.
9.The early diagnosis value of MRI for detecting spinal inflammatory lesions in ankylosing spondylitis
Ying LIU ; Chunhai LUO ; Shun QI ; Jianmin ZHENG ; Jing REN ; Junqing XU ; Guangquan WEI ; Jian XU ; Xing TANG ; Yuewen HAO ; Jinsong ZHANG
Journal of Practical Radiology 2015;(8):1322-1325
Objective To investigate the early diagnosis value of MR by detecting spinal inflammatory lesions in ankylosing spon-dylitis (AS).Methods Forty patients were involved in this study,including 20 cases with short inflammatory back pain (IBP)histo-ry (duration ≤18 months)and 20 cases with long IBP history (duration ≥24 months).MR images were analyzed retrospectively. Results Patients with a short history of IBP had 7 lesions in vertebral bodies (anterior/posterior spondylitis and spondylodiscitis) and 33 lesions in posterior spinal structures (arthritis of costovertebral joints,costotransversal joints,zygapophyseal joints and en-thesitis of spinal ligaments).Patients with a long history of IBP had 27 lesions in vertebral bodies and 24 lesions in posterior spinal structures.Patients with a short history of IBP had significantly more lesions in posterior spinal structures than in vertebral bodies with 82.5% (33/40)vs 1 7.5% (7/40),respectively (P <0.01).In contrast,patients with a long history of IBP had significantly more inflammation in vertebral bodies with 79.4% (27/34)vs 20.6% (7/34),respectively (P <0.01).Conclusion Inflammatory spinal lesions in patients with a short history of IBP are seen more often in the posterior structures.Early detection of inflammatory spinal lesions by MRI is useful for early diagnosis of AS.
10.Repairing allogenic thyroid cartilage defects using poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) seeded with chondrocytes
Anke SUN ; Wantong LI ; Songbo LIU ; He ZHANG ; Wei SUN ; Wei CHEN ; Chunhai SHI ; Weiwei TANG
Chinese Journal of Tissue Engineering Research 2013;(41):7181-7187
BACKGROUND:A great development has been achieved in essential research on tissue engineered cartilage. However, its real application in otolaryngology has been rarely reported. It is faced with the topic to explore the simple and convenient method of repairing laryngeal cartilage by tissue engineering technique. OBJECTIVE:To compare the effect of porous spongy poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) seeded with chondrocytes or using senior tissue engineered cartilage in repairing al ogenic thyroid cartilage defects.METHODS:Chondrocytes at passage 3 were harvested from infant rabbits within 3 days. Porous spongy poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) seeded with chondrocytes composites were made by tissue engineering technique. The chondrocyte-poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) composites were co-cultured in vitro to form junior tissue engineered cartilage. And then respectively used for repairing the thyroid cartilage defects and directly transplanted with junior tissue engineered cartilage (experimental group A, n=5), or firstly the junior tissue engineered cartilage to be implanted subcutaneously for a period of time to further maturity for relative senior tissue engineered cartilage and secondly to be transplanted (experimental group B, n=5) into adult New Zealand white rabbits. Simple poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) sponge scaffold (control group A, n=4) and chondrocyte suspensions(control group B, n=4) were used as reparative materials in defect areas as control groups. Final y, the reparative effect was respectively studied grossly and histological y at 4 weeks (experimental group B) and 8 weeks (experimental group A, control group A and control group B) after transplantation. RESULTS AND CONCLUSION:The cartilage defects were wel repaired in the experimental groups. It was smooth between the reparative area and original cartilage without dents and defects. Both were similar grossly. But few chondrocytes at interfacial region between the reparative area and original cartilage and poor matrices were observed in the experimental group A. A Few chondrocytes and more matrices were observed in the experimental group B. Inflammatory cellinfiltration was not obvious in two experimental groups. Control groups showed soft tissue of dark-red color accompanied with local concave in gross specimens. Histological examination and special staining showed there were no cartilage-like structure and secretion of matrix components. The results showed that it is possible to repair thyroid cartilage defect using junior tissue engineered cartilage directly or junior tissue engineered cartilage after in vitro implantation in al ograft rabbits with immunity, and the immunoreaction is not obvious;in the same period, the repairing effect of mature tissue engineered cartilage is better than that of junior tissue engineered cartilage. However, application of junior tissue engineered cartilage directly can save time, costs, workload and operational link, and avoid the pain from secondary skin surgery, which is one of the more practical approaches.

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