1.The predictive value of neutrophil percentage-to-albumin ratio on the outcome after intravenous thrombolysis in elderly patients with acute ischemic stroke
Xiaotao ZHANG ; Mingfeng ZHAI ; Wei WANG
International Journal of Cerebrovascular Diseases 2024;32(3):161-166
Objective:To investigate the predictive value of neutrophil percentage-to-albumin ratio (NPAR) on the outcome after intravenous thrombolysis (IVT) in elderly patients with acute ischemic stroke (AIS).Methods:Elderly patients with AIS who received IVT in Fuyang People's Hospital from October 2021 to September 2023 were retrospectively included. Clinical outcome were assessed by the modified Rankin Scale at 90 days after onset, with a score of >2 defined as poor outcome. Multivariate logistic regression analysis was used to determine the association between NPAR and poor clinical outcome after IVT in elderly AIS patients. Receiver operating characteristic (ROC) curves were used to evaluate the predictive value of NPAR for poor outcome. Results:A total of 148 patients were included, including 86 males (58.1%), aged (74.11±6.17) years. The median baseline National Institutes of Health Stroke Scale (NIHSS) score was 5 (interquartile range: 3-8), and the NPAR was 1.58±0.30. The neutrophil count, neutrophil percentage, NPAR, fasting blood glucose and baseline NIHSS score in the poor outcome group were significantly higher than those in the good outcome group (all P<0.05). Multivariate logistic regression analysis showed that higher baseline NPAR (odds ratio [ OR] 2.659, 95% confidence interval [ CI] 1.117-5.324; P<0.001), NIHSS score ( OR 1.191, 95% CI 1.083-1.309; P<0.001) and fasting blood glucose ( OR 1.224, 95% CI 1.013-1.479; P=0.037) were independent risk factors for poor outcome. ROC curve analysis showed that the area under the curve for NPAR to predict poor outcome was 0.712 (95% CI 0.613-0.812; P<0.001), the optimal cut-off value was 1.728, and the predictive sensitivity and specificity were 65.1% and 75.2%, respectively. Conclusion:Higher baseline NPAR may be a predictor of poor outcome after IVT in elderly AIS patients.
2.SHAP analysis-guided interpretable inference modeling for wound age estimation
Huimin LV ; Mingfeng LIU ; Qianqian JIN ; Yibo ZHANG ; Guoshuai AN ; Qiuxiang DU ; Yingyuan WANG ; Junhong SUN
Chinese Journal of Forensic Medicine 2024;39(3):320-326
Objective To address the challenges of poor performance and lack of interpretability in existing models,the SHAP algorithm is used to develop an interpretable machine learning model that offers a novel approach to wound age estimation,Methods Based on the previous discovery of the expression of 35 wound age healing-related genes in contused skeletal muscle,the woun age estimaton model was constructed using four algorithms,namly,Multilayer Perceptron(MLP),Random Forest(RF),LightGBM(LGBM),and Support Vector Machine(SVM).The SHAP(Shapley Additive Explanation)algorithm was used to rank the importance of genetic features,eliminate redundant attributes,and optimize the model for accurate wound age estimation.the genetic features of the optimal model were analyzed using SHAP's local interpretation capabilities.Results The best results were obtained using model of MLP(area under the curve(AUC)=0.99)The wound ages were classified into four categories:4~12 h,16~24 h,28~36 h,and 40~48 h,using only 15 gene features.According to SHAP analysis,Fam210a was identified as the most relevant gene.Local analysis revealed that high expression of Fam210a contributed to an increase in the predicted probability of 4 h~12 h,while high expression of Rae1 contributed to an increase in the predicted probability of 16 h~24 h.Additionally,low expression of Tbx18 contributed to an increase in the predicted probability of 28 h~36 h,whereas high expression of Tbx18 contributed to an increase in the predicted probability of 40 h~48 h.Conclusions The combined MLP and SHAP model can be used to predict wound age.Using the SHAP interpreter can better understand the degree of contribution of feature genes to the model prediction,and lay the foundation for further in-depth study of wound age estimation.
3.Construction and validation of a risk prediction model for the delayed healing of venous leg ulcers
Siyuan HUANG ; Xinjun LIU ; Xi YANG ; Mingfeng ZHANG ; Dan WANG ; Huarong XIONG ; Zuoyi YAO ; Meihong SHI
Chinese Journal of Nursing 2024;59(13):1600-1607
Objective To construct and validate a risk prediction model for delayed healing of venous leg ulcer(VLU),so as to provide a reference basis for early identification of people at high risk of delayed healing.Methods Using a convenience sampling method,331 VLU patients attending vascular surgery departments in 2 tertiary A hospitals in Sichuan Province from January 2018 to December 2022 were selected as a modeling group and an internal validation group,and 112 patients admitted to another tertiary A hospital were selected as an external validation group.Risk factors for delayed healing in VLU patients were screened using univariate analysis,LASSO regression,and multivariate logistic regression analysis,and a risk prediction model was constructed using R software,and the predictive effects of the models were examined using the area under the receiver operating characteristic curve,the Hosmer-Lemeshow test,decision curve,and the bootstrap resampling for internal validation and spatial external validation were performed,respectively.Results The predictors that ultimately entered the prediction model were diabetes(OR=4.752),deep vein thrombosis(OR=4.104),lipodermatosclerosis(OR=5.405),ulcer recurrence(OR=3.239),and ankle mobility(OR=5.520).The model had good discrimination(AUC:0.819 for internal validation and 0.858 for external validation),calibration(Hosmer-Lemeshow test:χ2=13.517,P=0.095 for internal validation and χ2=3.375,P=0.909 for external validation)and clinical validity.Conclusion The model constructed in this study has good differentiation and calibration,and it can effectively predict people at high risk of delayed healing of VLU,which facilitates targeted clinical interventions to improve ulcer outcomes and reduce the risk of delayed ulcer healing.
4.Functional validation and improvement of chimeric antigen receptor T cells targeting CD7
Yi ZHANG ; Jiaxi WANG ; Rui ZHANG ; Mingfeng ZHAO
Chinese Journal of Microbiology and Immunology 2024;44(11):926-934
Objective:To validate the efficacy of chimeric antigen receptor T cells targeting CD7 (CD7 CAR-T cells) modified with protein blocking technology and analyze whether pretreatment with dasatinib can enhance CD7 CAR-T killing ability or reverse the depletion phenotype.Methods:Green fluorescent protein (GFP)-labeled tumor cells were co-incubated with CD7 CAR-T cells or T cells at different potency-to-target ratios, but the culture volume and the numbers of CAR-T/T cells were same. The number of tumor cells was detected using flow cytometry. The killing effect of CAR-T cells on tumor cells was evaluated. A mouse model of acute T-lymphoblastic leukemia (T-ALL) was constructed by injecting 1×10 6 luciferase-expressing CCRF-CEM cells into the mouse tail vein to evaluate the therapeutic effect of CD7 CAR-T cells. Results:CD7 CAR-T cells had a significant killing effect on CCRF-CEM and Jurkat cells, but not on CD7-negative NALM6 cells. The mice in the group receiving CD7 CAR-T cells had a significantly reduced in vivo tumor load and a significantly prolonged survival time as compared with the mice in the group receiving untransduced T cells ( P<0.05). Dasatinib pretreatment significantly reversed the depletion phenotype of CD7 CAR-T cells ( P<0.05) and had no adverse effects on the killing effect and the proliferation of the cells. Conclusions:Protein-blocking technology-modified CD7 CAR-T cells are protected from killing each other, and pretreatment with dasatinib is expected to improve the efficacy and durability of CD7 CAR-T cells.
5.Analysis of occupational identity among family doctor teams and its influencing factors in Chengdu
Jinhua CHEN ; Mingfeng ZHANG ; Yijun WANG ; Wen DU ; Zhu XIAO ; Yuelei WU ; Shuyi LIU
Journal of Environmental and Occupational Medicine 2022;39(12):1373-1378
Background The contracted family doctor services are the embodiment of the implementation of the new medical reform policy, and the transformation of the grass-roots health service mode. Studies have proved that the occupational stress in medical staff was at a high level. The enhancement of professional identity will contribute to strengthen team building,alleviate job burnout, and reduce turnover intention of family doctors. Objective To investigate the current situation of occupational identity among family doctor teams in Chengdu, to examine potential influencing factors of occupational identity, and to provide a reference for promoting career development and team building of family doctor teams. Methods Multi-stage random cluster sampling was adopted to enroll study participants form 46 primary healthcare centers where family doctor contract services were implemented among 23 districts and counties in Chengdu between March 4 and 26, 2021. A total of 2 681 family doctors participated in this survey. A self-reported survey was conducted to collect participants' demographic and occupational data. The Effort-Reward Imbalance (ERI)questionnaire was implemented to assess occupational stress. The Professional Identity Scale was used to appraise occupational identity. Results A total of 2 327 valid questionnaires were collected, with a valid recovery rate of 86.80%, involving 1 715 females (73.7%) and 612 males (26.3%), with dominant age groups of 26−35 years (43.3%) and 36−45 years (30.4%), a high proportion of being married (82.8%), having college (36.0%) and undergraduate (47.3%) education, a high proportion of primary titles (66.0%) and informal work contract (66.1%). About 88.7% of family doctor team workers reported occupational stress. The average score of occupational identity was (3.68±0.62) points. There were significant differences in occupational identity scores among different professional title, work contract, working years in medical institutions, income, and effort/reward ratio (EER) groups (P < 0.05). ERR was negatively correlated with occupational identity (rs=−0.495, P<0.05). The multiple regression model showed that occupational identity score in the non-staffed participants was lower than the score in the staffed ones (OR=0.429, 95%CI: 0.299−0.825). The occupational identity score in the participants having associate senior title or above was higher than in without professional title (OR=1.424, 95%CI: 1.194−2.328). The longer the working years, the higher the occupational identity score among the participants. The score of the more than 20 working years group was 1.820 times that of the less than 5 working years group (95%CI: 1.342−2.543). The higher the income, the higher the occupational identity score. The score of the 9001−12000 yuan per month group was 1.977 times that of the 1000−3000 yuan per month group (95%CI: 0.811−9.696) , and the score of the more than 12000 yuan per month group was 2.283 times that of the 1000−3000 yuan per month group (95%CI: 1.199−10.267). Conclusion The family doctor team workers generally report occupational stress, and their occupational identity is at a medium level in Chengdu. Relevant managers should implement intervention measures against the main influencing factors to reduce their work tension and improve their occupational identity.
6.Value of shear wave elastography combined with contrast-enhanced ultrasound in diagnosing the invasiveness of papillary thyroid microcarcinoma
Lihong KANG ; Xiangying WANG ; Jiancheng LIANG ; Mingfeng MA ; Yaoyong WANG ; Rui ZHANG
Chinese Journal of Postgraduates of Medicine 2022;45(10):903-909
Objective:To study the value of shear wave elastography (SWE) combined with contrast-enhanced ultrasound (CEUS) in diagnosing the invasiveness of papillary thyroid microcarcinoma (PTMC), and analyze its risk factors.Methods:This study included 200 patients with pathologically confirmed PTMC who underwent surgery in Fenyang Hospital from January 2019 and June 2021. All were diagnosed with SWE and CEUS before surgery. The value of the two methods in diagnosing the invasiveness of PTMC was explored. The patients′ data were collected to screen the risk factors for the invasiveness of PTMC.Results:It was pathologically confirmed that among the 200 patients with PTMC, there were 112 cases with malignant nodules, 88 cases with benign nodules, 75 cases with cervical lymph node metastasis (including 71 cases with capsular invasion) and 125 cases without lymph node metastasis. CEUS parameters of malignant nodules were significantly higher than those of benign nodules ( P<0.05). The sensitivity, specificity, accuracy, positive predictive value and negative predictive value of SWE combined with CEUS to diagnose capsular invasion were 94.66%, 85.60%, 89.00%, 79.77% and 96.39%, with high consistency with the pathological results ( Kappa>0.75). Multivariate Logistic regression analysis showed that multiple foci, irregular shape, breakthrough capsule and small calcification were independent risk factors for the invasiveness of PTMC (VIF<3). The ROC curve results showed that the AUC of SWE combined with CEUS to diagnose capsular invasion was 0.772, and the diagnostic sensitivity and specificity were 73.91% and 80.56%. Conclusions:SWE combined with CEUS can significantly improve the diagnostic accuracy for the invasiveness of PTMC.
7.Tocilizumab in patients with moderate or severe COVID-19: a randomized, controlled, open-label, multicenter trial.
Dongsheng WANG ; Binqing FU ; Zhen PENG ; Dongliang YANG ; Mingfeng HAN ; Min LI ; Yun YANG ; Tianjun YANG ; Liangye SUN ; Wei LI ; Wei SHI ; Xin YAO ; Yan MA ; Fei XU ; Xiaojing WANG ; Jun CHEN ; Daqing XIA ; Yubei SUN ; Lin DONG ; Jumei WANG ; Xiaoyu ZHU ; Min ZHANG ; Yonggang ZHOU ; Aijun PAN ; Xiaowen HU ; Xiaodong MEI ; Haiming WEI ; Xiaoling XU
Frontiers of Medicine 2021;15(3):486-494
Tocilizumab has been reported to attenuate the "cytokine storm" in COVID-19 patients. We attempted to verify the effectiveness and safety of tocilizumab therapy in COVID-19 and identify patients most likely to benefit from this treatment. We conducted a randomized, controlled, open-label multicenter trial among COVID-19 patients. The patients were randomly assigned in a 1:1 ratio to receive either tocilizumab in addition to standard care or standard care alone. The cure rate, changes of oxygen saturation and interference, and inflammation biomarkers were observed. Thirty-three patients were randomized to the tocilizumab group, and 32 patients to the control group. The cure rate in the tocilizumab group was higher than that in the control group, but the difference was not statistically significant (94.12% vs. 87.10%, rate difference 95% CI-7.19%-21.23%, P = 0.4133). The improvement in hypoxia for the tocilizumab group was higher from day 4 onward and statistically significant from day 12 (P = 0.0359). In moderate disease patients with bilateral pulmonary lesions, the hypoxia ameliorated earlier after tocilizumab treatment, and less patients (1/12, 8.33%) needed an increase of inhaled oxygen concentration compared with the controls (4/6, 66.67%; rate difference 95% CI-99.17% to-17.50%, P = 0.0217). No severe adverse events occurred. More mild temporary adverse events were recorded in tocilizumab recipients (20/34, 58.82%) than the controls (4/31, 12.90%). Tocilizumab can improve hypoxia without unacceptable side effect profile and significant influences on the time virus load becomes negative. For patients with bilateral pulmonary lesions and elevated IL-6 levels, tocilizumab could be recommended to improve outcome.
Antibodies, Monoclonal, Humanized
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COVID-19/drug therapy*
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Humans
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SARS-CoV-2
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Treatment Outcome
8.Multi-disciplinary team of the treatment of bilateral lung transplantation for pediatric cystic fibrosis
Shengfei WANG ; Jingyu CHEN ; Yi LIU ; Mingfeng ZHENG ; Wenjun MAO
Organ Transplantation 2021;12(2):184-
Objective To improve the surgical efficacy of bilateral lung transplantation for pediatric cystic fibrosis through multi-disciplinary team (MDT). Methods Preoperative MDT consultation was delivered for a 10-year-old child with rare end-stage cystic fibrosis to establish the corresponding treatment protocol. Results The child was diagnosed with cystic fibrosis for 5 years, and the indication of lung transplantation were confirmed. After preoperative MDT consultation, bilateral lung transplantation via a Clam-shell incision was determined. The vital signs were maintained stable during operation. Postoperatively, ventilator-assisted ventilation, anti-infection, immunosuppression, acid suppression, prevention of stress ulceration and other treatments were delivered. Individualized treatment was given according to the characteristics of the child, and the child was well recovered. Conclusions Through preoperative MDT consultation, lung transplantation yields satisfactory surgical efficacy in treating pediatric cystic fibrosis and lowers the risk of postoperative complications, which deserves application in clinical practice.
9.Application value of cardiovascular MR T 1 mapping in patients recovered from COVID-19
Haitao WANG ; Mingfeng HAN ; Guitao YIN ; Jinjun LI ; Pengpeng ZHANG ; Xiuyong LI ; Chong HU ; Jingwei SHU ; Tingting WANG ; Xiaohu LI ; Bin LIU ; Yongqiang YU
Chinese Journal of Radiology 2021;55(3):245-249
Objective:To explore the value of cardiovascular MR (CMR) T 1 mapping in evaluating myocardial injury in patients recovered from COVID-19. Methods:The clinical and image data of 15 patients with COVID-19 (9 with moderate clinical manifestation, 6 with severe clinical manifestation) who underwent CMR screening at 3 months after being discharged from the Second People′s Hospital of Fuyang City during May 2020 to June 2020 were prospective collected. Fifteen COVID-19 patients were selected as case group, and another 11 healthy volunteers were selected as control group. A standardized CMR protocol included cine, native and enhanced T 1 mapping, late gadolinium enhancement (LGE). Cardiac functional parameters, native T 1 value of left ventricular and extracellular volume fraction (ECV) were measured. One way ANOVA was used to assess the difference between CMR parameters among moderate and severe manifestation groups and control group, and LSD- t was used to assess the difference between the three groups. Results:LGE value was negative in all subjects. ECV values were higher in recovered COVID-19 patients with either moderate (27.9%±2.7%) or severe manifestation (30.0%±3.7%) than control group (23.2±1.9%) ( P<0.05); there was no significant difference of ECV values between recovered COVID-19 patients with moderate and severe manifestation ( P=0.100). There was no difference of native T 1 values and other functional and morphologic parameters of left ventricular and right ventricular among recovered COVID-19 patients with moderate and severe manifestation and control group ( P>0.05). Conclusion:CMR myocardial tissue ECV increase in patients who recovered from COVID-19, suggesting subclinical myocardial injury.
10.Clinical performance of ultrasound attenuation imaging in assessing the degree of hepatic steatosis in metabolic dysfunction-associated fatty liver disease
Jingwen BAO ; Yuli ZHU ; Qingyue XU ; Kun WANG ; Hantao WANG ; Jiaying CAO ; Mingfeng XIA ; Beijian HUANG ; Yi DONG ; Wenping WANG
Chinese Journal of Ultrasonography 2021;30(10):868-873
Objective:To explore the diagnostic performance of ultrasound attenuation imaging (ATI) in grading the degree of hepatic steatosis in metabolic dysfunction-associated fatty liver disease (MAFLD).Methods:The liver gray-scale ultrasound and ATI examinations were performed on 212 subjects who were treated in Zhongshan Hospital Affiliated to Fudan University from August 2020 to March 2021. The attenuation coefficient(AC) values among different degrees of hepatic steatosis were analyzed and the diagnostic performance of ATI was evaluated. Relationships between AC values and clinical characteristics were assessed by Pearson′s correlation analysis.Results:The AC values for normal liver, mild, moderate and severe fatty liver were (0.56±0.05)dB·cm -1·MHz -1, (0.68±0.09)dB·cm -1·MHz -1, (0.82±0.09)dB·cm -1·MHz -1, (0.94±0.09)dB·cm -1·MHz -1, respectively. There were significant differences in AC values among different hepatic steatosis divisions( P<0.008). There was highly significant correlation between AC values and the degree of hepatic steatosis( r=0.860, P<0.01), moderate correlation between AC values and BMI( r=0.425, P<0.01), weak correlation between AC values and HDL-C( r=-0.237, P=0.029), no correlations between AC values and age, TC, TG, LDL-C ( r=0.083, 0.055, 0.133, -0.039, all P>0.05) .The areas under the receiver operating characteristics curve of ATI for mild fatty liver and above, moderate fatty liver and above, severe fatty liver and above were 0.958, 0.962, 0.918; the sensitivity were 90.1%, 95.8%, 94.9%, the specificity were 96.1%, 87.1%, 73.9%, and the cut-off values were 0.666 dB·cm -1·MHz -1, 0.719 dB·cm -1·MHz -1, 0.803 dB·cm -1·MHz -1, respectively. Conclusions:ATI is a reliable and convenient method for evaluating the degree of hepatic steatosis in MAFLD.

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