1.Prediction Model for Unfavorable Outcome in Spontaneous Intracerebral Hemorrhage Based on Machine Learning
Shengli LI ; Jianan ZHANG ; Xiaoqun HOU ; Yongyi WANG ; Tong LI ; Zhiming XU ; Feng CHEN ; Yong ZHOU ; Weimin WANG ; Mingxing LIU
Journal of Korean Neurosurgical Society 2024;67(1):94-102
Objective:
: The spontaneous intracerebral hemorrhage (ICH) remains a significant cause of mortality and morbidity throughout the world. The purpose of this retrospective study is to develop multiple models for predicting ICH outcomes using machine learning (ML).
Methods:
: Between January 2014 and October 2021, we included ICH patients identified by computed tomography or magnetic resonance imaging and treated with surgery. At the 6-month check-up, outcomes were assessed using the modified Rankin Scale. In this study, four ML models, including Support Vector Machine (SVM), Decision Tree C5.0, Artificial Neural Network, Logistic Regression were used to build ICH prediction models. In order to evaluate the reliability and the ML models, we calculated the area under the receiver operating characteristic curve (AUC), specificity, sensitivity, accuracy, positive likelihood ratio (PLR), negative likelihood ratio (NLR), diagnostic odds ratio (DOR).
Results:
: We identified 71 patients who had favorable outcomes and 156 who had unfavorable outcomes. The results showed that the SVM model achieved the best comprehensive prediction efficiency. For the SVM model, the AUC, accuracy, specificity, sensitivity, PLR, NLR, and DOR were 0.91, 0.92, 0.92, 0.93, 11.63, 0.076, and 153.03, respectively. For the SVM model, we found the importance value of time to operating room (TOR) was higher significantly than other variables.
Conclusion
: The analysis of clinical reliability showed that the SVM model achieved the best comprehensive prediction efficiency and the importance value of TOR was higher significantly than other variables.
2.Efficacy and safety of mitoxantrone hydrochloride liposome injection in treatment of peripheral T-cell lymphomas: a multicenter, non-interventional, ambispective cohort, real-world study (MOMENT)
Huiqiang HUANG ; Zhiming LI ; Lihong LIU ; Liang HUANG ; Jie JIN ; Hongyan TONG ; Hui ZHOU ; Zengjun LI ; Zhenqian HUANG ; Wenbin QIAN ; Kaiyang DING ; Quande LIN ; Ming HOU ; Yunhong HUANG ; Jingbo WANG ; Pengcheng HE ; Xiuhua SUN ; Xiaobo WANG ; Zunmin ZHU ; Yao LIU ; Jinhai REN ; Huijing WU ; Liling ZHANG ; Hao ZHANG ; Liangquan GENG ; Jian GE ; Ou BAI ; Liping SU ; Guangxun GAO ; Xin LI ; Yanli YANG ; Yijian CHEN ; Aichun LIU ; Xin WANG ; Yi WANG ; Liqun ZOU ; Xiaobing HUANG ; Dongping HUANG ; Shujuan WEN ; Donglu ZHAO ; Jun MA
Journal of Leukemia & Lymphoma 2023;32(8):457-464
Objective:To evaluate the efficacy and safety of mitoxantrone hydrochloride liposome injection in the treatment of peripheral T-cell lymphoma (PTCL) in a real-world setting.Methods:This was a real-world ambispective cohort study (MOMENT study) (Chinese clinical trial registry number: ChiCTR2200062067). Clinical data were collected from 198 patients who received mitoxantrone hydrochloride liposome injection as monotherapy or combination therapy at 37 hospitals from January 2022 to January 2023, including 166 patients in the retrospective cohort and 32 patients in the prospective cohort; 10 patients in the treatment-na?ve group and 188 patients in the relapsed/refractory group. Clinical characteristics, efficacy and adverse events were summarized, and the overall survival (OS) and progression-free survival (PFS) were analyzed.Results:All 198 patients were treated with mitoxantrone hydrochloride liposome injection for a median of 3 cycles (range 1-7 cycles); 28 cases were treated with mitoxantrone hydrochloride liposome injection as monotherapy, and 170 cases were treated with the combination regimen. Among 188 relapsed/refractory patients, 45 cases (23.9%) were in complete remission (CR), 82 cases (43.6%) were in partial remission (PR), and 28 cases (14.9%) were in disease stabilization (SD), and 33 cases (17.6%) were in disease progression (PD), with an objective remission rate (ORR) of 67.6% (127/188). Among 10 treatment-na?ve patients, 4 cases (40.0%) were in CR, 5 cases (50.0%) were in PR, and 1 case (10.0%) was in PD, with an ORR of 90.0% (9/10). The median follow-up time was 2.9 months (95% CI 2.4-3.7 months), and the median PFS and OS of patients in relapsed/refractory and treatment-na?ve groups were not reached. In relapsed/refractory patients, the difference in ORR between patients with different number of treatment lines of mitoxantrone hydrochloride liposome injection [ORR of the second-line, the third-line and ≥the forth-line treatment was 74.4% (67/90), 73.9% (34/46) and 50.0% (26/52)] was statistically significant ( P = 0.008). Of the 198 PTCL patients, 182 cases (91.9%) experienced at least 1 time of treatment-related adverse events, and the incidence rate of ≥grade 3 adverse events was 66.7% (132/198), which was mainly characterized by hematologic adverse events. The ≥ grade 3 hematologic adverse events mainly included decreased lymphocyte count, decreased neutrophil count, decreased white blood cell count, and anemia; non-hematologic adverse events were mostly grade 1-2, mainly including pigmentation disorders and upper respiratory tract infection. Conclusions:The use of mitoxantrone hydrochloride liposome injection-containing regimen in the treatment of PTCL has definite efficacy and is well tolerated, and it is a new therapeutic option for PTCL patients.
3.Gut microbiome characteristics in patients with type 2 diabetes mellitus of Dongxiang Group in Gansu province
Xiaolan MA ; Yanjun HOU ; Zhiming MA ; Xuejian HU ; Dan GE
Chinese Journal of Postgraduates of Medicine 2023;46(4):305-310
Objective:To investigate the region-specific characteristics of the gut microbiota and evaluate the association of speci?c gut microbes with type 2 diabetes mellitus (T2DM) from the Dongxiang Group in Gansu province, Northwest China.Methods:Fifty-three participants who was born in Dongxiang Autonomous County (Gansu Province) from April 2020 to January 2021 were enrolled, including 25 patients with T2DM recruited from the outpatient departments of internal medicine at The People′s Hospital of Dongxiang County(T2DM group) and 28 healthy controls recruited from the health screening center (HC group). Gut microbiome composition was analyzed using a 16S ribosomal RNA gene-based sequencing protocol.Results:A total of 936 operational taxonomic units (OTU) were obtained in the two groups. Of note, the HC and T2DM groups had 633 OTU in common. The alpha and beta diversity were different between the two groups ( P<0.05). Shannon index was significantly higher than that in the HC group, and Simpson index was significantly lower than that in the HC group, displacement multivariate analysis of variance was used to compare β diversity between the two groups, and the difference was statistically significant ( P<0.05). At the Phylum level, firmicutes and actinomycetes in T2DM group were significantly higher than those in the HC group (37.97% vs. 22.89%, 5.09% vs. 2.08%), and the differences were statistically significant ( P<0.05). The abundance of Bacteroidetes was significantly decreased (68.00% in T2DM group and 49.75% in HC group), and the difference was statistically significant ( P<0.05). At the genus level, there were 20 genera statistically significant differences between the two groups. The abundance of Bifidobacterium, Escherichia, Shigella, and Tyzzerella_4 levels were significantly increased in the T2DM group, but Prevotella_9, Erysipelotrichaceae_UCG-003, and Roseburia levels were significantly decreased in the T2DM group compared to those in the HC group. Conclusions:There is a significant difference in the gut microbiota between patients with T2DM and healthy individuals of the Dongxiang group in Northwest China. So as to preliminary exploration the intestinal flora characteristics of T2DM in the Dongxiang group.The findings of this study provide a theoretical basis for the prevention and control of T2DM in Dongxiang group in the future.
4.Effect of entecavir antiviral therapy on the prognosis of patients with hepatitis B virus-related hepatocellular carcinoma after transcatheter arterial chemoembolization
Weimeng HE ; Zhiming ZHANG ; Jinlin HOU ; Yajing HE
Journal of Clinical Hepatology 2021;37(3):601-605
ObjectiveTo investigate the effect of entecavir (ETV) antiviral therapy on the prognosis of patients with hepatitis B virus (HBV)-related hepatocellular carcinoma (HCC) receiving transcatheter arterial chemoembolization (TACE). MethodsA total of 170 HCC patients who received TACE for the first time in Liver Cancer Center of Nanfang Hospital from January 2011 to March 2018 were enrolled, among whom 114 patients were treated with ETV (ETV treatment group) and 56 patients did not receive antiviral therapy (control group). Baseline demographic data, alanine aminotransferase (ALT), aspartate aminotransferase (AST), total bilirubin (TBil), albumin (Alb), platelet count (PLT), Child-Pugh class, HBeAg and HBV DNA levels, alpha-fetoprotein, and BCLC stage were recorded before treatment, and the changes in HBV DNA level, ALT, AST, TBil, Alb, and Child-Pugh class were observed at weeks 4-8 after treatment; long-term survival was also observed after treatment. Short- and long-term clinical benefits (overall survival) were observed for all patients. The t-test or the Wilcoxon signed-rank test was used for comparison of continuous data between two groups, and the chi-square test was used for comparison of categorical data between two groups. Multivariate logistic regression analyses were performed for related clinical indices before treatment to identify the risk factors for HBV reactivation. The Kaplan-Meier method was used to analyze the survival curves of overall survival, and the log-rank test was used for comparison of survival curves. ResultsThere was no significant difference in the incidence rate of HBV reactivation between the ETV treatment group and the control group (15.79% vs 16.07%, χ2=0.002,P=0.962). The univariate analysis showed that PLT was a risk factor for HBV reactivation (Z=-2.183,P=0.029), and the multivariate analysis showed that HBV DNA level was an independent risk factor for HBV reactivation (hazard ratio =1.000, 95% confidence interval: 1.000-1.000, P=0.015). The 1-, 3-, and 5-year survival rates were 56.20%, 30.30%, and 13.20%, respectively, in the ETV treatment group and 60.60%, 27.20%, and 16.30%, respectively, in the control group. There was no significant difference in overall survival rate between the two groups (χ2=0.049,P=0.755). ConclusionAntiviral therapy can reduce the incidence rate of HBV reactivation after TACE in patients with HBV-related HCC.
5.Children pertussis IgG antibody levels analysis
Fang LIU ; Xiaoben WU ; Tingting HOU ; Yixiao YIN ; Jie DING ; Miao YU ; Zhiming LU
International Journal of Laboratory Medicine 2018;39(3):319-321
Objective In order to know the changes of serum pertussis IgG antibody level and the percent-age of white blood cells and lymphocytes in blood routine of children with IgG antibody positive,it is easy to diagnose and treat according to the clinical symptoms and examination results of children.Methods 485 cases of children in Shangdong Provincial Hospital were randomly enrolled as the test subjects,and pertussis anti-body IgG(PT -IgG)detection and blood cell detection were carried out.Results The levels of Pertussis IgG antibody were positive in 90 cases,the positive rate was 18.6%,pertussis IgG antibody level of children aged 8- <10 years old was the highest,2- <4 years old took the second place,10-14 years old were with the low-est levels.Among the patients with positive pertussis antibody levels,white blood cells in total were more than 20×109/L and lymphocyte percentage reached more than 60% in 19 cases,the positive rate was 21.1%,of which 6- <8 years old the highest positive rate was 10-14,the lowest.Conclusion IgG antibody of pertussis incidence is higher in children under 10 years old,the changes of white blood cells and lymphocytes mainly in children under the age of 8,the general course of the disease can be up to 2-3 months,so the need for early diagnosis and treatment,strengthen the immunity of pertussis vaccine is very necessary for children.
6. Analysis on the reasons for orthodontic re-treatment
Hengyang WANG ; Xin DAI ; Yang LIU ; Jiaojiao LI ; Zhiming HOU
Chinese Journal of Stomatology 2018;53(3):205-208
Objective:
To analyze the type of malocclusion which was more likely to cause undesirable orthodontic results and the reasons for orthodontic re-treatment.
Methods:
In this study, 202 patients who received orthodontic retreatment in School of Stomatology, China Medical University from 2004 to 2016 were collected. Forty-seven patients were teenagers under 18 years old, and 155 patients were adults over 18 years old. The chief complaint of all patients was analyzed. Seven orthodontic specialists were invited to analyze the reasons caused the orthodontic re-treatment according to the treatment records, plaster models, photographs, panoramic radiographs and lateral cephalograms. They were offered an evaluation form to fill in by their judgement. The reasons for orthodontic re-treatment and the problems related to previous orthodontic treatment were analyzed.
Results:
In 202 patients, the chief complaints were protrusion of the teeth [30.2% (61/202)], protrusion of the mandible [20.8% (42/202)], and irregularity of the teeth [17.8% (36/202)]. The proportion of patients chosen undesirable treatment design was 68.3% (138/202). The proportion of patient having unusual growth tendency was 24.3% (49/202). The proportion of patients with poor compliance during treatment and retention was 24.3% (49/202).
Conclusions
In this study, the protrusion of the teeth, the protrusion of the mandible and the dental crowding were the main chief complaints for orthodontic re-treatment. Undesirable treatment design and unfavorable growth tendency were the main reasons for orthodontic re-treatment. Poor compliance of patients during the period of treatment or retention was an important reason for the patient to seek orthodontic re-treatment.
7. Factors affecting stability after fixed orthodontic treatment
Shanshan REN ; Xin DAI ; Ming YING ; Weixiang WANG ; Jiao CHANG ; Zhiming HOU
Chinese Journal of Stomatology 2018;53(9):599-603
Objective:
To analyze factors affecting stability after fixed orthodontic treatment.
Methods:
Five hundred and forty-four patients who had finished fixed orthodontic treatment more than two years in First Department of Orthodontics, China Medical University from January, 2000 to December, 2017 were investigated and the rate of regular revisit was counted. The data of 288 patients were successfully collected by calling or sending text messages and the rate of standard use of retainers as prescribed (patients wore retainers for 24 months or longer) was counted. According to the variation of peer assessment rating (PAR) index at the start of retention and the time the data collected, the patients were divided into relapse group (variation of PAR index >5) and non-relapse group (variation of PAR index ≤5). Difference significance analysis and multiple-factor logistic regression analysis were used. Sixty patients wearing retainers well were collected and the curative effects of Hawley retainer and vacuum formed retainer (VFR) were compared, which included overbite, overjet, maxillary irregularity index, mandibular irregularity index, width betwenn canine and width between first molar.
Results:
The rate of regular revisit was 41.0% (223/544). Two hundred and one of 288 patients (69.8%) who were visited successfully had regular revisit, and 60.4%(174/288) of the patients wore retainers well; 30.2% (87/288) of the patients who were visited successfully didn
8.The postoperative survival rate analysis of elderly patients with hip fracture
Shuliang ZHANG ; Longbao ZHENG ; Zhenhai HOU ; Zhiming NI ; Jiangjun GU ; Hong YE
Chinese Journal of Geriatrics 2015;34(7):778-781
Objective To study the postoperative survival rate of elderly patients with hip fracture at different time and its related factors.Methods We conducted the follow-up studies of 255 elderly hip fracture patients from June 2008 to June 2011 in our hospital.The survival rates of patients at 6 months,1,2 and 3 years after operation and their related factors were studied.Results The survival rate was 96.5%,89.8%,78.0% and 69.4% at 6 months,1,2 and 3 years after operation respectively in 255 elderly hip fracture patients.Survival analysis showed that many kinds of preoperative comorbidities,low albumin level,old age and severe anemia were the risk factors for survival.Good activity of daily living before injury was a protective factor for survival.Gender,fracture type,the American Society of Anesthesiologists (ASA) classification,time from injury to surgery,anesthesia type,surgical approach,operative time,blood loss and hospital stay periods had no effect on survival after operation.Conclusions The survival rate in elderly patients with hip fracture after surgery is affected by many factors.Preoperative comorbidities,anemia and hypoalbuminemia should be actively treated,the activity of daily living should be improved by the directed therapy and rehabilitation,in order to improve the survival rate in elderly patients with hip fracture.
9.Study of Extracts from Bushen Huoxue Decoction in Promoting Proliferation of Rat Bone Marrow Mesenchymal Stem Cells
Yongquan HUANG ; Yiwen LUO ; Bin WANG ; Nianhong HU ; Dongfeng CHEN ; Xunchao ZHANG ; Yan CAI ; Wangyang LI ; Mincong HE ; Qiuke HOU ; Zhiming XU ; Yamei LIU
Journal of Guangzhou University of Traditional Chinese Medicine 2015;(1):86-91
Objective To screen the active components of Bushen Huoxue Decoction ( BSHXD) involved in promoting the proliferation of bone marrow mesenchymal stem cells ( MSCs). Methods BSHXD and its subdivisions were extracted with petroleum ether, ethyl acetate, water-free ethanol and water respectively. MSCs were isolated and cultured by the bone marrow adherent method. At the third passage, MSCs were identified by the specific surface markers with immunofluorescence, and their osteogenic and adipogenic differentiation were tested by alizarin red staining and oil red “O” staining. After treated with the extracts of BSHXD and its subdivisions at gradient concentrations for 24 hours, cell viability was detected by methyl thiazolyl tetrazolium (MTT) assay for the screening of active components and optimal concentration. MTT assay was used to describe the growth curve of MSCs treated with the most effective components, and cell cycle was analyzed by flow cytometry. Results Compared with the blank control group, the extracts of BSHXD and its subdivisions could protect MSCs from death to various degrees. Of all the extracts, the ethyl acetate extract of Bushen Division ( BSD) , ethyl acetate extract of BSHXD, ethyl acetate extract of Huoxue Division ( HXD) had the strongest effect, and the effect was dose-dependent, 100 μg/mL being the optimal active concentration while having no any cytotoxic reaction. The results of MTT assay revealed that BSD extracts promoted the proliferation of MSCs significantly and was the most effective component, and then came BSHXD. The results of flow cytometry indicated that BSD extract had the most strongest effect on increasing the amount of MSCs at proliferative phase, and then came BSHXD. Conclusion BSD ethyl acetate extract is the active component of BSHXD for promoting the proliferation of MSCs, showing an effect on increasing the proportion of MSCs at proliferative phase.
10.A new classification of extensions of the sphenoid sinus of Chinese adult by CT.
Xiaohui SUN ; Zhongbo SHAN ; Jianping JIA ; Song DAI ; Zhiming LIU ; Yuehong SANG ; Delong CHANG ; Yue HOU ; Wei ZHANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2015;29(5):425-429
OBJECTIVE:
To examine various pneumatized extensions of the sphenoid sinus of Chinese people.
METHOD:
The sphenoid sinus and its surrounding structures were examined from 100 computed tomography images of the sinus. The type of the sphenoid sinus was classified according to the various extensions of the sinus.
RESULT:
The type of the sphenoid sinus was classified into the following 6 basic types based on the direction of pneumatization: sphenoid body, lateral, clival, lesser wing, anterior, and combined.
CONCLUSION
The variations in the extensions of pneumatization of the sphenoid sinus may facilitate entry into areas bordering the sphenoid sinus.
Adult
;
Asian Continental Ancestry Group
;
Humans
;
Sphenoid Bone
;
anatomy & histology
;
Sphenoid Sinus
;
anatomy & histology
;
Tomography, X-Ray Computed

Result Analysis
Print
Save
E-mail