1.Systematic review of risk predictive models for chemotherapy-induced myelosuppression in breast cancer
Yang LIU ; Hongjian LI ; Jianhua WU ; Xuetao LIU ; Min JIAO ; Luhai YU
China Pharmacy 2025;36(5):612-618
OBJECTIVE To systematically evaluate risk prediction models for chemotherapy-induced myelosuppression in breast cancer, and provide a scientific reference for clinical healthcare workers in selecting or developing effective predictive models. METHODS A systematic search was conducted for studies on predictive models of the risk of chemotherapy-induced myelosuppression in breast cancer across the CNKI, VIP, Wanfang, PubMed, Web of Science, Cochrane Library, Embase, and Scopus databases, with a time frame of the establishment of the database to May 7, 2024. Literature was independently screened by 2 investigators, data were extracted according to critical appraisal and data extraction for systematic reviews of predictive model studies, and the risk of bias evaluation tool for predictive model studies was used to analyze the risk of bias and applicability of the included studies. RESULTS There were totally 7 studies, comprising 12 models. Among them, 11 models indicated an area under the subject operating characteristic curve of 0.600-0.908; 2 models indicated calibration. The common predictor variables of the included models were age, pre-chemotherapy neutrophil count, pre-chemotherapy lymphocyte count, and pre-chemotherapy albumin. The overall risk of bias of the 7 studies was high, which was mainly attributed to the flaws in the study design, insufficient sample sizes, inappropriate treatment of variables, non-reporting of missing data, and the lack of indicators for the assessment of the models, but the applicability was good. CONCLUSIONS The predictive performance of risk predictive models for chemotherapy-induced myelosuppression in breast cancer remains to be further enhanced, and the overall risk of model bias is high. Future studies should follow the specifications of model development and reporting, then combine machine learning algorithms to develop risk predictive models with good predictive performance, high stability, and low risk of bias, so as to provide a decision-making basis for the clinic.
2.Construction of a predictive model for the efficacy of SNRI antidepressants in inpatients with moderate and severe depression based on machine learning
Xuetao LIU ; Yang LIU ; Hongjian LI ; Jianhua WU ; Siming LIU ; Ming JIAO ; Luhai YU
China Pharmacy 2025;36(15):1936-1941
OBJECTIVE To construct a prediction model for the efficacy of serotonin-norepinephrine reuptake inhibitor (SNRI) in inpatients with moderate and severe depression by using a machine learning method. METHODS The case records of inpatients with moderate and severe depression treated with SNRI antidepressants were collected from a third-grade class-A hospital in Xinjiang from January 2022 to October 2024; those patients were divided into effective group and ineffective group based on the Hamilton depression scale-24 score reduction rate. After screening the characteristic variables related to the therapeutic efficacy of SNRI drugs through LASSO regression, five prediction models including support vector machine, k-nearest neighbor, random forest, lightweight gradient boosting machine and extreme gradient boosting were constructed using the training set. Bayesian optimization was used to adjust the hyperparameters of these models. The performance of the models was evaluated in the validation set to select the optimal model. The Shapley additive explanations method was used to perform explainable analysis on the best model. RESULTS The medical records from 355 hospitalized patients with moderate and severe depression were collected, comprising 285 cases in the effective group and 70 cases in the ineffective group, resulting in an overall therapeutic response rate of 80.28%. After feature variable screening, five characteristic variables for therapeutic efficacy were obtained, including Hamilton anxiety scale, blood urea nitrogen, combination of anti-anxiety drugs, drinking history, and first onset of the disease. Compared with other models, the random forest model performed the best. The area under the receiver operating characteristic curve was 0.85, the area under the precision-recall curve was 0.87, the accuracy was 0.74, and the recall rate value was 0.75. CONCLUSIONS The random forest model constructed based on five characteristic variables demonstrates potential for predicting the therapeutic efficacy of SNRI antidepressants in hospitalized patients with moderate and severe depression.
3.Role of UBC9-mediated SUMO modification in homocysteine-induced pyroptosis of macrophages
Lingju MA ; Hongyang CHI ; Xinxue WU ; Fujun MA ; Yancheng TIAN ; Caiqi ZHAO ; Tianyu HE ; Hongjian PENG ; Yideng JIANG ; Li YANG ; Hui HUANG ; Shengchao MA
Chinese Journal of Comparative Medicine 2024;34(6):11-17
Objective To study the role of ubiquitin-conjugating enzyme 9(UBC9)in the pyroptosis of homocysteine-induced macrophages mediated by small ubiquitin-like modifier(SUMO)modification.Methods First,the effects of homocysteine at different concentrations(0 μmol/L,50 μ.mol/L,100 μmol/L,150 μmol/L and 200 μmol/L)on the viability and pyrodeath of mouse macrophages(RAW264.7)were detected by CCK-8 and Western blot.Western blot was used to detect the expression levels of UBC9,SUMO-1,and the inflammatory cytokine IL-1β in different groups of cells.qRT-PCR was used to detect the mRNA expression of UBC9 before and after RNA interference and the expression of UBC9,pyrogen-related protein,and SUMO-1 after RNA interference.Results After stimulation with 100 μmol/L homocysteine,the effect of macrophage activity was minimal,and NLRP3 and Caspase-1 were the proteins with the most obvious increase in expression(P<0.05).Compared with the Control group,the Hcy group's expression of IL-1β and SUMO-1 was increased(P<0.01).Compared with the Control group,the Hcy group's UBC9 protein and mRNA levels were increased(P<0.05).The expression of NLRP3,Caspase-1,IL-1β,UBC9,and SUMO-1 was decreased in the si-UBC9+Hcy group compared with the si-NC+Hcy group(P<0.01).Conclusions Homocysteine induces pyroptosis in macrophages,and its mechanism of action is related to the up-regulation of UBC9 to induce SUMO modification.
4.Clinical guidelines for the diagnosis and treatment of osteoporotic thoracolumbar vertebral fracture with kyphotic deformity in the elderly (version 2024)
Jian CHEN ; Qingqing LI ; Jun GU ; Zhiyi HU ; Shujie ZHAO ; Zhenfei HUANG ; Tao JIANG ; Wei ZHOU ; Xiaojian CAO ; Yongxin REN ; Weihua CAI ; Lipeng YU ; Tao SUI ; Qian WANG ; Pengyu TANG ; Mengyuan WU ; Weihu MA ; Xuhua LU ; Hongjian LIU ; Zhongmin ZHANG ; Xiaozhong ZHOU ; Baorong HE ; Kainan LI ; Tengbo YU ; Xiaodong GUO ; Yongxiang WANG ; Yong HAI ; Jiangang SHI ; Baoshan XU ; Weishi LI ; Jinglong YAN ; Guangzhi NING ; Yongfei GUO ; Zhijun QIAO ; Feng ZHANG ; Fubing WANG ; Fuyang CHEN ; Yan JIA ; Xiaohua ZHOU ; Yuhui PENG ; Jin FAN ; Guoyong YIN
Chinese Journal of Trauma 2024;40(11):961-973
The incidence of osteoporotic thoracolumbar vertebral fracture (OTLVF) in the elderly is gradually increasing. The kyphotic deformity caused by various factors has become an important characteristic of OTLVF and has received increasing attention. Its clinical manifestations include pain, delayed nerve damage, sagittal imbalance, etc. Currently, the definition and diagnosis of OTLVF with kyphotic deformity in the elderly are still unclear. Although there are many treatment options, they are controversial. Existing guidelines or consensuses pay little attention to this type of fracture with kyphotic deformity. To this end, the Lumbar Education Working Group of the Spine Branch of the Chinese Medicine Education Association and Editorial Committee of Chinese Journal of Trauma organized the experts in the relevant fields to jointly develop Clinical guidelines for the diagnosis and treatment of osteoporotic thoracolumbar vertebral fractures with kyphotic deformity in the elderly ( version 2024), based on evidence-based medical advancements and the principles of scientificity, practicality, and advanced nature, which provided 18 recommendations to standardize the clinical diagnosis and treatment.
5.Effects and mechanism of pterostilbene on wound healing in diabetic skin ulcer model rats
Yakun LIU ; Gang LI ; Juan YAN ; Huizhi XU ; Yanjiang WU ; Shuai YOU ; Jingya NIU ; Hongjian LI ; Binggui ZHANG
China Pharmacy 2023;34(16):1967-1971
OBJECTIVE To explore the effects of pterostilbene (PTE) on wound healing in diabetic skin ulcer model rats and its mechanism. METHODS Ten SD rats were grouped into control group; after diabetic skin ulcer model of other rats was induced by giving high-fat and high-sugar diet+intraperitoneal injection of streptozotocin+cutting off the skin and subcutaneous tissue in the marked area of the back, model rats were randomly divided into model group, PTE low-dose group (40 mg/kg), PTE high-dose group (80 mg/kg), PTE high-dose+PP2 group (80 mg/kg PTE+2 mg/kg SRC inhibitor PP2), with 10 rats in each group. On the second day after modeling, the rats in each drug group were intraperitoneally injected with corresponding drug solutions, while the rats in control group and model group were intraperitoneally injected with normal saline, once a day, for 14 consecutive days. The wound healing rate of rats in each group was measured on the 7th and 14th day of administration; the contents of interleukin-1β (IL-1β), IL-6, tumor necrosis factor-α (TNF-α) and vascular endothelial growth factor (VEGF) in the serum of rats were detected; the pathological changes of wound granulation tissue were observed, and the expressions of SRC/mitogen-activated protein kinase kinase (MEK)/extracellular signal-regulated kinase (ERK) signaling pathway-related proteins in wound granulation tissue were detected. RESULTS Compared with control group, the wound healing rate, serum content of VEGF, the phosphorylation levels of SRC, MEK1/2 and ERK1/2 were decreased significantly (P<0.05), while serum contents of IL- 1β, IL-6 and TNF-α were increased significantly (P<0.05); there was obvious infiltration of inflammatory cells in the wound granulation tissue, and the number of new blood vessels decreased. Compared with model group, above indexes of PTE low-dose and high-dose groups were improved significantly (P<0.05), and the pathological injury of granulation tissue in wound was improved. PP2 significantly reversed the improvement effects of PTE on the above indexes (P<0.05). CONCLUSIONS PTE can promote the wound healing of diabetic skin ulcer model rats, the mechanism of which may be related to activating SRC/MEK/ERK signaling pathway.
6.Application of a 3D printed trabecular block cage in treatment of patients with basilar invagination and atlantoaxial dislocation
Min ZHANG ; Yao ZHAO ; Yuqiang WANG ; Yilin LIU ; Limin WANG ; Xuejian WU ; Hongjian LIU ; Shuhao ZHANG
Chinese Journal of Orthopaedic Trauma 2021;23(4):343-348
Objective:To explore the short-term outcomes of a 3D printed trabecular block cage to assist posterior internal fixation for the treatment of patients with basilar invagination and atlantoaxial dislocation.Methods:Between June 2017 and February 2019, 12 patients with basilar invagination and atlantoaxial dislocation underwent atlantoaxial distraction and posterior internal fixation at Department of Orthopedics, The First Affiliated Hospital to Zhengzhou University. They were 5 males and 7 females, aged from 34 to 62 years (average, 45.6 years). 3D printed cages were inserted intraoperatively between the joints of the atlantoaxial lateral mass. The atlanto-dental interval interval (ADI), cervico-medullary angle (CMA) and distance from tip of the odontoid process to Chamberlain's line (DOCL) and the Japanese Orthopedic Association (JOA) scale were compared between preoperation and 12 months postoperation to observe the fusion of the joints of the atlantoaxial lateral mass.Results:Operation went on uneventfully in all the 12 patients. Operation time averaged 116.5 min (from 85 to 190 min), fluoroscopy frequency 9.4 times (from 6 to 21 times), and intraoperative bleeding 82.3 mL (from 50 to 210 mL). No such postoperative complications occurred as cerebrospinal leak, cerebral infarction, or breakage, displacement or loosening of implants. All patients were followed up for 18 to 42 months (mean, 26.3 months). Their preoperative JOA, ADI, CMA and DOCL [8.33±0.98, (8.66±1.64) mm, 119.63°±4.15° and (9.66±2.15) mm] were significantly improved to 14.17±1.03, (2.63±0.59) mm, 153.76°±7.88° and (2.07±0.69) mm ( P<0.05) at 12 months postoperation. Bony fusion was achieved in all the operative segments. Conclusion:In the treatment of patients with basilar invagination and atlantoaxial dislocation, a 3D-printed trabecular block cage can be used to assist posterior internal fixation to achieve satisfactory reduction and maintain the height of joint space, leading to satisfactory short-term outcomes.
7.Comparison of single channel-spinal endoscopy (Delta) and unliateral biportal endoscopic technique for the treatment of senile lumbar spinal stenosis
Journal of Xi'an Jiaotong University(Medical Sciences) 2021;42(6):797-801
【Objective】 To compare the clinical effect of single channel-spinal endoscopy (Delta) and unliateral biportal endoscopic technique (UBE) for the treatment of senile lumbar spinal stenosis. 【Methods】 We retrospectively analyzed 48 elderly patients with lumbar spinal stenosis treated between February and October 2020. The patients were divided into single channel-spinal endoscopy (Delta) group (n=25) and UBE group (n=23) according to different surgical methods. We compared the operation time, intraoperative blood loss, length of hospital stay, and surgical complications between the two groups. The visual analogue score (VAS) and Oswestry disability index (ODI) were compared between the groups. 【Results】 Single channel-spinal endoscopy (Delta) group was significantly inferior to UBE group in operation time (P<0.05). There was no significant difference in intraoperative blood loss or length of hospital stay between the two groups (P>0.05). The VAS scores at 24, 48, and 72 postoperative hours did not differ between the two groups (P>0.05). The ODI scores at 3 postoperative months and final follow-up were significantly improved over the preoperative score in both groups (P<0.05), but without significant difference in postoperative ODI score between the groups (P>0.05). The incidence rate of complications was 8% (2/25) in single channel-spinal endoscopy (Delta) group and 9% (2/23) in UBE group, and no significant difference was found (P>0.05). 【Conclusion】 Single channel-spinal endoscopy (Delta) and UBE technique both achieve satisfactory clinical efficacy in the treatment of senile lumbar spinal stenosis. but the former one exhibits advantages over the latter in easier performance and lower learning curve. Single channel-spinal endoscopy (Delta) is an efficacious minimally invasive surgical technique for treating senile lumbar spinal stenosis.
8.Expert consensus on rehabilitation strategies for traumatic spinal cord injury
Liehu CAO ; Feng NIU ; Wencai ZHANG ; Qiang YANG ; Shijie CHEN ; Guoqing YANG ; Boyu WANG ; Yanxi CHEN ; Guohui LIU ; Dongliang WANG ; Ximing LIU ; Xiaoling TONG ; Guodong LIU ; Hongjian LIU ; Tao LUO ; Zhongmin SHI ; Biaotong HUANG ; Wenming CHEN ; Qining WANG ; Shaojun SONG ; Lili YANG ; Tongsheng LIU ; Dawei HE ; Zhenghong YU ; Jianzheng ZHANG ; Zhiyong HOU ; Zengwu SHAO ; Dianying ZHANG ; Haodong LIN ; Baoqing YU ; Yunfeng CHEN ; Xiaodong ZHU ; Qinglin HANG ; Zhengrong GU ; Xiao CHEN ; Yan HU ; Liming XIONG ; Yunfei ZHANG ; Yong WANG ; Lei ZHANG ; Lei YANG ; Peijian TONG ; Jinpeng JIA ; Peng ZHANG ; Yong ZHANG ; Kuo SUN ; Tao SHEN ; Shiwu DONG ; Jianfei WANG ; Hongliang WANG ; Yong FENG ; Zhimin YING ; Chengdong HU ; Ming LI ; Xiaotao CHEN ; Weiguo YANG ; Xing WU ; Jiaqian ZHOU ; Haidong XU ; Bobin MI ; Yingze ZHANG ; Jiacan SU
Chinese Journal of Trauma 2020;36(5):385-392
TSCI have dyskinesia and sensory disturbance that can cause various life-threaten complications. The patients with traumatic spinal cord injury (TSCI), seriously affecting the quality of life of patients. Based on the epidemiology of TSCI and domestic and foreign literatures as well as expert investigations, this expert consensus reviews the definition, injury classification, rehabilitation assessment, rehabilitation strategies and rehabilitation measures of TSCI so as to provide early standardized rehabilitation treatment methods for TSCI.
9.The feasibility and efficacy of total laparoscopic radical cystectomy with intracorporeal Xing's orthotopic neobladder
Liyuan WU ; Feiya YANG ; Lianjie MOU ; Qinxin ZHAO ; Hongjian SONG ; Xuesong LI ; Qian ZHANG ; Benkang SHI ; Nianzeng XING
Chinese Journal of Urology 2020;41(2):90-94
Objective To explore the feasibility and clinical effect of laparoscopic radical cystectomy with intracorporeal Xing's orthotopic neobladder.Methods Forty-one patients who underwent laparoscopic radical cystectomy with intracorporeal Xing's orthotopic neobladder from July 2013 to August 2019.There were 31 cases performed in Beijing Chaoyang hospital and 10 cases in National Cancer Center.Mean age was 59 (range 44-78) years,mean BMI was 25.3 (range 20.1-34.7) kg/m2,and mean CCI was 3 (range 2-6).No urethral stricture or urinary incontinence was found by preoperative examination.No distant metastasis was identified by bone scans,chest X-ray and sonography.Cystoscopy or TURBT was performed on all patients and biopsy was taken to confirm the diagnosis.Preoperative pathology showed 30 cases (73.2%) of MIBC,9 cases of NMIBC (22.0%) and 2 cases (4.9%) of in-situ cancer.Laparoscopic radical cystectomy and lymphadenectomy were performed under general anesthesia.Urinary diversion was completed in the peritoneal cavity,by intercepting the terminal ileum about 60 cm,and taking the proximal ileum 10 cm as input loop on the right side with proximal to distal way,and the middle 40 cm ileum was detubated.After u-shaped suture,the ileum was folded back and stitched into a sphere building a novd orthotopic neobladder with bilateral isoperistaltic afferent limbs.The prognosis of perioperative data and postoperative satisfaction regarding continence were analyzed,continence was defined as 0-1 pad/day.The 41 patients were divided into two groups to compare the difference in term of operation time and blood loss between the first 21 patients and the last 20 patients.Results Mean total operative time was 324.9 mins (range 210-480) mins,and mean estimated blood loss was 177.6(range 50-700) ml.There were significant statistical differences in term of total operation time,construction time and blood loss between the first 21 patients and the next 20 patients (P < 0.05).Postoperative pathological results were urothelial carcinoma in 40 cases (2 in situ carcinoma) and small cell carcinoma in 1 case.Mean number of dissected lymph nodes was 19 (range 11-58),with 7 cases(17.1%)of positive lymph nodes,and 3 cases(7.3%) had positive surgical margin.At a mean follow up of 17.6 (range 2-64) months,36 patients (87.8%) survived,including 2 patients (4.9%) with metastasis and 1 patient (2.4%) with recurrence,and 5 cases (12.2%)died.All patients were able to urinate without catheterization.Thirty-seven patients (90.2%) were satisfied with voiding control during the daytime (0-1 urinal pad),and 29 patients (70.7%) were satisfied with voiding control at nighttime (0-1 urinal pad) by the follow-up 12 months after the operation.Conclusions Total laparoscopic radical cystectomy combined with Xing's orthotopic ileum neobladder is a simple method with fewer postoperative complications and a satisfactory continence rate.
10.Complications after laparoscopic pancreaticoduodenectomy and establishment of predicting model for postoperative pancreatic fistula
Haoran WU ; Heng ZHANG ; Xiaohui DUAN ; Jianhui YANG ; Zhen′an TIAN ; Hongjian ZHANG ; Fahui CHENG ; Rongguang WEI ; Yangjianpei XU ; Xianhai MAO
Chinese Journal of General Surgery 2020;35(11):838-842
Objective:To explore the risk factors for overall complications after laparoscopic pancreaticoduodenectomy(LPD) and to establish postoperative pancreatic fistula prediction model for LPD.Methods:The clinical data of 176 patients undergoing LPD from Jan 2014 to Mar 2018 were retrospectively analyzed.Results:One died within 30 days. Five patients underwent reoperation. Seventy-three patients (41%) had complications including pancreatic fistula in 30 cases(17.0%), postoperative hemorrhage in 16 (9.1%); bile leakage in 10 (5.7%); abdominal infection in 6 (3.4%); wound infection in 4 (2.2%); pulmonary infection in 4 (2.2%); gastric emptying disorder in 3 (1.7%). Age, intraoperative blood loss, diabetes mellitus were risk factors for overall postoperative complications of LPD(all P<0.05); Age, male gender, pancreatic duct diameter, pancreas texture, lesion size were risk factors for pancreatic fistula after LPD(all P<0.05). Conclusions:Age, intraoperative blood loss, diabetes mellitus were risk factors for overall postoperative complications of LPD; Age, male gender, pancreatic duct diameter, pancreas texture, and lesion size were risk factors for pancreatic fistula after LPD.

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