1.Reasons and strategies of reoperation after oblique lateral interbody fusion
Zhong-You ZENG ; Deng-Wei HE ; Wen-Fei NI ; Ping-Quan CHEN ; Wei YU ; Yong-Xing SONG ; Hong-Fei WU ; Shi-Yang FAN ; Guo-Hao SONG ; Hai-Feng WANG ; Fei PEI
China Journal of Orthopaedics and Traumatology 2024;37(8):756-764
Objective To summarize the reasons and management strategies of reoperation after oblique lateral interbody fusion(OLIF),and put forward preventive measures.Methods From October 2015 to December 2019,23 patients who under-went reoperation after OLIF in four spine surgery centers were retrospectively analyzed.There were 9 males and 14 females with an average age of(61.89±8.80)years old ranging from 44 to 81 years old.The index diagnosis was degenerative lumbar intervertebral dics diseases in 3 cases,discogenie low back pain in 1 case,degenerative lumbar spondylolisthesis in 6 cases,lumbar spinal stenosis in 9 cases and degenerative lumbar spinal kyphoscoliosis in 4 cases.Sixteen patients were primarily treated with Stand-alone OLIF procedures and 7 cases were primarily treated with OLIF combined with posterior pedicle screw fixation.There were 17 cases of single fusion segment,2 of 2 fusion segments,4 of 3 fusion segments.All the cases underwent reoperation within 3 months after the initial surgery.The strategies of reoperation included supplementary posterior pedicle screw instrumentation in 16 cases;posterior laminectomy,cage adjustment and neurolysis in 2 cases,arthroplasty and neuroly-sis under endoscope in 1 case,posterior laminectomy and neurolysis in 1 case,pedicle screw adjustment in 1 case,exploration and decompression under percutaneous endoscopic in 1 case,interbody fusion cage and pedicle screw revision in 1 case.Visu-al analogue scale(VAS)and Oswestry disability index(ODI)index were used to evaluate and compare the recovery of low back pain and lumbar function before reoperation and at the last follow-up.During the follow-up process,the phenomenon of fusion cage settlement or re-displacement,as well as the condition of intervertebral fusion,were observed.The changes in in-tervertebral space height before the first operation,after the first operation,before the second operation,3 to 5 days after the second operation,6 months after the second operation,and at the latest follow-up were measured and compared.Results There was no skin necrosis and infection.All patients were followed up from 12 to 48 months with an average of(28.1±7.3)months.Nerve root injury symptoms were relieved within 3 to 6 months.No cage transverse shifting and no dislodgement,loosening or breakage of the instrumentation was observed in any patient during the follow-up period.Though the intervertebral disc height was obviously increased at the first postoperative,there was a rapid loss in the early stage,and still partially lost after reopera-tion.The VAS for back pain recovered from(6.20±1.69)points preoperatively to(1.60±0.71)points postoperatively(P<0.05).The ODI recovered from(40.60±7.01)%preoperatively to(9.14±2.66)%postoperatively(P<0.05).Conclusion There is a risk of reoperation due to failure after OLIF surgery.The reasons for reoperation include preoperative bone loss or osteoporosis the initial surgery was performed by Stand-alone,intraoperative endplate injury,significant subsidence of the fusion cage after surgery,postoperative fusion cage displacement,nerve damage,etc.As long as it is discovered in a timely manner and handled properly,further surgery after OLIF surgery can achieve better clinical results,but prevention still needs to be strengthened.
2.Application of different transbronchoscopic biopsies in the diagnosis of senile central lung cancer
Pei ZHAN ; Yu ZHANG ; Fei-Yan LAN ; Wei YANG ; Xiao-Shuang LIAO ; Zhi-Qiang TIAN
Journal of Regional Anatomy and Operative Surgery 2024;33(12):1081-1084
Objective To study the application value of different transbronchial biopsies in the diagnosis of central lung cancer in elderly patients.Methods The clinical data of 97 elderly patients with central lung cancer diagnosed by pathology from June 2020 to June 2023 in the 923rd Hospital of Chinese People's Liberation Army Joint Logistic Support Force were retrospectively analyzed.According to the different initial transbronchial biopsy methods,the patients were divided into the endobronchial biopsy(EBB)group(n=51)and the conventional transbronchial needle aspiration(cTBNA)group(n=46).The histopathological results were statistically analyzed,and the first biopsy positive rates of EBB and cTBNA in the diagnosis of senile central lung cancer were calculated and compared.At the same time,the differences of biopsy tolerance and complications between the two groups were evaluated.Results The squamous cell carcinoma proportions in both groups were over 50%.There was no significant difference in the first biopsy positive rate between the two groups(P>0.05).The incidence of temporary retreat of the scope due to subjective tolerance in the EBB group was higher than that in the cTBNA group,and the difference was statistically significant(P<0.05).There was a statistically significant difference in the incidence of intraoperative complications of different grades between the two groups(P<0.001).Among them,the incidence of grade 2 and above complications during surgery in the EBB group was significantly higher than that in the cTBNA group(P<0.001).Conclusion For elderly patients with central lung cancer,the success rate of the first biopsy of EBB and cTBNA is roughly equivalent,but the incidence of postoperative complications of the latter is significantly lower than that of the former.cTBNA can be used as the first biopsy method for this population.
3.Evaluation and optimization of metagenomic sequencing platforms for bloodstream infection samples
Xin PENG ; Hang FAN ; Meng-Nan CUI ; Lei LIN ; Guang-Qian PEI ; Yun-Fei WANG ; Xiu-Juan ZUO ; Xiao-Feng FANG ; Yan GUO ; Yu-Jun CUI
Chinese Journal of Zoonoses 2024;40(10):928-934
This study was aimed at comparing performance differences among three metagenomic sequencing platforms,MGISEQ-2000,Illumina NextSeq 2000,and Ion GeneStudio S5 Plus,to optimize the sequencing process for trace samples.The three sequencing platforms were used to perform high-throughput sequencing on DNA standards and simulated samples.Through analysis of the quality of raw data and microbial detection capabilities,systematic differences among platforms were compared.The sequencing results were optimized for trace samples by incorporation of exogenous nucleic acids during the li-brary preparation process.In terms of data output per batch and base quality,MGISEQ-2000 surpassed the other two plat-forms.Illumina NextSeq 2000 had the lowest proportion of duplicate reads,whereas Ion GeneStudio S5 Plus had the highest proportion,and significant differences were observed across platforms(P<0.001).In sequencing uniformity,MGISEQ-2000 and Illumina NextSeq 2000 were superior to Ion GeneStudio S5 Plus.MGISEQ-2000 provided a substantial advantage in microbial detection capability(P<0.001),but the advantage diminished with decreasing bacterial fluid concentration.Ion GeneStudio S5 Plus had the shortest duration for single-batch sequencing.Moreo-ver,for trace samples with DNA content ≤0.05 ng,the experi-mental group(with added exogenous nucleic acids)achieved a higher number of reads than the control group(without exogenous nucleic acids),with a 11.09±8.03 fold increase.In conclu-sion,the different sequencing platforms each had advantages and disadvantages,thus allowing researchers to choose the appro-priate platform according to specific needs.Furthermore,the addition of exogenous nucleic acids improved the microorganism detection efficiency,and provided better support for subsequent diagnosis and evaluation of results.
4.Research progress in the benefits of exercise in muscular atrophy based on mitochondrial quality control
Xiaojing GUO ; Yan WANG ; Li ZHANG ; Fei PEI ; Bo ZHANG ; Huan QIN ; Shujin WANG ; Xiaotong LI
Chinese Journal of Comparative Medicine 2024;34(6):144-150
Skeletal muscle wasting refers to a loss of skeletal muscle mass and function.Mitochondrial quality control(MQC)is the basis by which normal physiological mitochondrial function is maintained and mainly involves the regulation of mitochondrial biogenesis,mitochondrial dynamics(fission/fusion),and mitophagy.MQC maintains muscle homeostasis by regulating the relative stability of mitochondrial shape,quantity,and quality.As an economical and effective treatment for muscular atrophy,exercise interventions are widely used,but the relationship between exercise intervention and MQC is not clear.This paper discusses the role of mitochondrial biogenesis,mitochondrial dynamics,and mitophagy in skeletal muscle atrophy and related molecular targets.We thoroughly analyze the mechanisms by which MQC-mediated exercise can improve the skeletal muscle atrophy caused by aging,disuse,and cancer cachexia in order to provide theoretical guidance for intervention.
5.Establishment and Evaluation Strategy of an in Vitro Cell Model of Bone Marrow Microenvironment Injury in Mouse Acute Graft-Versus-Host Disease
Jia-Yi TIAN ; Pei-Lin LI ; Jie TANG ; Run-Xiang XU ; Bo-Feng YIN ; Fei-Yan WANG ; Xiao-Tong LI ; Hong-Mei NING ; Heng ZHU ; Li DING
Journal of Experimental Hematology 2024;32(2):617-624
Objective:To establish a mesenchymal stem cell(MSC)-based in vitro cell model for the evaluation of mouse bone marrow acute graft-versus-host disease(aGVHD).Methods:Female C57BL/6N mice aged 6-8 weeks were used as bone marrow and lymphocyte donors,and female BALB/c mice aged 6-8 weeks were used as aGVHD recipients.The recipient mouse received a lethal dose(8.0 Gy,72.76 cGy/min)of total body γ irradiation,and injected with donor mouse derived bone marrow cells(1× 107/mouse)in 6-8 hours post irradiation to establish a bone marrow transplantation(BMT)mouse model(n=20).In addition,the recipient mice received a lethal dose(8.0 Gy,72.76 cGy/min)of total body γ irradiation,and injected with donor mouse derived bone marrow cells(1 × 107/mouse)and spleen lymphocytes(2 × 106/mouse)in 6-8 hours post irradiation to establish a mouse aGVHD model(n=20).On the day 7 after modeling,the recipient mice were anesthetized and the blood was harvested post eyeball enucleation.The serum was collected by centrifugation.Mouse MSCs were isolated and cultured with the addition of 2%,5%,and 10%recipient serum from BMT group or aGVHD group respectively.The colony-forming unit-fibroblast(CFU-F)experiment was performed to evaluate the potential effects of serums on the self-renewal ability of MSC.The expression of CD29 and CD105 of MSC was evaluated by immunofluorescence staining.In addition,the expression of self-renewal-related genes including Oct-4,Sox-2,and Nanog in MSC was detected by real-time fluorescence quantitative PCR(RT-qPCR).Results:We successfully established an in vitro cell model that could mimic the bone marrow microenvironment damage of the mouse with aGVHD.CFU-F assay showed that,on day 7 after the culture,compared with the BMT group,MSC colony formation ability of aGVHD serum concentrations groups of 2%and 5%was significantly reduced(P<0.05);after the culture,at day 14,compared with the BMT group,MSC colony formation ability in different aGVHD serum concentration was significantly reduced(P<0.05).The immunofluorescence staining showed that,compared with the BMT group,the proportion of MSC surface molecules CD29+and CD 105+cells was significantly dereased in the aGVHD serum concentration group(P<0.05),the most significant difference was at a serum concentration of 10%(P<0.001,P<0.01).The results of RT-qPCR detection showed that the expression of the MSC self-renewal-related genes Oct-4,Sox-2,and Nanog was decreased,the most significant difference was observed at an aGVHD serum concentration of 10%(P<0.01,P<0.001,P<0.001).Conclusion:By co-culturing different concentrations of mouse aGVHD serum and mouse MSC,we found that the addition of mouse aGVHD serum at different concentrations impaired the MSC self-renewal ability,which providing a new tool for the field of aGVHD bone marrow microenvironment damage.
6.Effectiveness Analysis of Laparoscopic and Open Surgeries in the Treatment of Intrahepatic Cholangiocarcinoma:a Propensity Score Matching Study
Jie ZHANG ; Bin JIANG ; Fei PEI ; Lingfu ZHANG ; Chunhui YUAN ; Xiaofeng LING ; Dianrong XIU
Chinese Journal of Minimally Invasive Surgery 2024;24(7):465-472
Objective To preliminarily analyze the efficacy of laparoscopic surgery versus open surgery in patients with intrahepatic cholangiocarcinoma(ICC).Methods A retrospective analysis was conducted on 84 patients with ICC who underwent surgical resection from September 2010 to March 2023,including 45 cases in the laparoscopic surgery group and 39 in the open surgery group.By using propensity score matching,34 matched pairs were successfully identified.The study compared intraoperative blood loss,proportion of achieving≥6 lymph nodes dissection,R0 resection rate,complication,postoperative hospital stay,survival,and recurrence between the two groups.Results In the laparoscopic group,intraoperative blood loss was significantly less than that in the open surgery group(median:250 ml vs.750 ml,Z=-3.406,P=0.001).The proportion of achieving≥6 lymph node dissection in the former was lower than that in the latter,but the difference was not statistically significant(5.9%vs.17.6%,χ2=1.275,P=0.259).There was no statistical difference in R0 resection rate between the laparoscopic group and the open surgery group[88.2%(30/34)vs.82.4%(28/34),χ2=0.469,P=0.493].The complication rate in the laparoscopic group was 17.6%(6/34),significantly lower than 47.1%(16/34)in the open surgery group(χ2=6.719,P=0.010);however,the rate of severe complication was the same in both groups at 2.9%(χ2=0.000,P=1.000).Laparoscopic surgery significantly shortened the postoperative hospital stay(median:7 d vs.10 d,Z=-3.021,P=0.003).The median overall survival in the laparoscopic group was 60.6 months,significantly longer than 15.9 months in the open surgery group(log-rank χ2=5.788,P=0.016).The median recurrence-free survival was 26.4 months in the laparoscopic group,significantly longer than 7.6 months in the open surgery group(log-rank χ2=4.532,P=0.033).Conclusions Compared to open surgery,laparoscopic surgery for ICC offers advantages such as less blood loss,lower complication rate,shorter postoperative hospital stay and longer survival.It achieves comparable R0 resection rate and adequate lymph node dissection.
7.Multicenter retrospect analysis of early clinical features and analysis of risk factors on prognosis of elderly patients with severe burns
Qimin MA ; Wenbin TANG ; Xiaojian LI ; Fei CHANG ; Xi YIN ; Zhaohong CHEN ; Guohua WU ; Chengde XIA ; Xiaoliang LI ; Deyun WANG ; Zhigang CHU ; Yi ZHANG ; Lei WANG ; Choulang WU ; Yalin TONG ; Pei CUI ; Guanghua GUO ; Zhihao ZHU ; Shengyu HUANG ; Liu CHANG ; Rui LIU ; Yongji LIU ; Yusong WANG ; Xiaobin LIU ; Tuo SHEN ; Feng ZHU
Chinese Journal of Burns 2024;40(3):249-257
Objective:To investigate the early clinical characteristics of elderly patients with severe burns and the risk factors on prognosis.Methods:This study was a retrospective case series study. Clinical data of 124 elderly patients with severe burns who met the inclusion criteria and were admitted to the 12 hospitals from January 2015 to December 2020 were collected, including 4 patients from the Fourth People's Hospital of Dalian, 5 patients from Fujian Medical University Union Hospital, 22 patients from Guangzhou Red Cross Hospital of Jinan University, 5 patients from Heilongjiang Provincial Hospital, 27 patients from the First Affiliated Hospital of Naval Medical University, 9 patients from the First Affiliated Hospital of Nanchang University, 10 patients from Affiliated Hospital of Nantong University, 9 patients from Tongren Hospital of Wuhan University & Wuhan Third Hospital, 12 patients from the 924 th Hospital of PLA, 6 patients from Zhangjiagang First People's Hospital, 4 patients from Taizhou Hospital of Zhejiang Province, and 11 patients from Zhengzhou First People's Hospital. The patients' overall clinical characteristics, such as gender, age, body mass index, total burn area, full-thickness burn area, inhalation injury, causative factors, whether combined with underlying medical diseases, and admission time after injury were recorded. According to the survival outcome within 28 days after injury, the patients were divided into survival group (89 cases) and death group (35 cases). The following data of patients were compared between the two groups, including the basic data and injuries (the same as the overall clinical characteristics ahead); the coagulation indexes within the first 24 hours of injury such as prothrombin time (PT), activated partial thromboplastin time (APTT), thrombin time, D-dimer, fibrinogen degradation product (FDP), international normalized ratio (INR), and fibrinogen; the blood routine indexes within the first 24 hours of injury such as white blood cell count, platelet count, neutrophil-to-lymphocyte ratio, monocyte count, red blood cell count, hemoglobin, and hematocrit; the organ function indexes within the first 24 hours of injury such as direct bilirubin, total bilirubin, urea, serum creatinine, aspartate aminotransferase, alanine aminotransferase, total protein, albumin, globulin, blood glucose, triglyceride, total cholesterol, alkaline phosphatase, creatine kinase, electrolyte indexes (potassium, sodium, chlorine, calcium, magnesium, and phosphorus in blood), uric acid, myoglobin, and brain natriuretic peptide; the infection and blood gas indexes within the first 24 hours of injury such as procalcitonin, C-reactive protein, pH value, oxygenation index, base excess, and lactate; treatment such as whether conducted with mechanical ventilation, whether conducted with continuous renal replacement therapy, whether conducted with anticoagulation therapy, whether applied with vasoactive drugs, and fluid resuscitation. The analysis was conducted to screen the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns. Results:Among 124 patients, there were 82 males and 42 females, aged 60-97 years, with body mass index of 23.44 (21.09, 25.95) kg/m 2, total burn area of 54.00% (42.00%, 75.00%) total body surface area (TBSA), and full-thickness burn area of 25.00% (10.00%, 40.00%) TBSA. The patients were mainly combined with moderate to severe inhalation injury and caused by flame burns. There were 43 cases with underlying medical diseases. The majority of patients were admitted to the hospital within 8 hours after injury. There were statistically significant differences between patients in the 2 groups in terms of age, total burn area, full-thickness burn area, and inhalation injury, and PT, APTT, D-dimer, FDP, INR, white blood cell count, platelet count, urea, serum creatinine, blood glucose, blood sodium, uric acid, myoglobin, and urine volume within the first 24 hours of injury (with Z values of 2.37, 5.49, 5.26, 5.97, 2.18, 1.95, 2.68, 2.68, 2.51, 2.82, 2.14, 3.40, 5.31, 3.41, 2.35, 3.81, 2.16, and -3.82, respectively, P<0.05); there were statistically significant differences between two groups of patients in whether conducted with mechanical ventilation and whether applied with vasoactive drugs (with χ2 values of 9.44 and 28.50, respectively, P<0.05). Age, total burn area, full-thickness burn area, serum creatinine within the first 24 hours of injury, and APTT within the first 24 hours of injury were the independent risk factors for the mortality within 28 days after injury in elderly patients with severe burns (with odds ratios of 1.17, 1.10, 1.10, 1.09, and 1.27, 95% confidence intervals of 1.03-1.40, 1.04-1.21, 1.05-1.19, 1.05-1.17, and 1.07-1.69, respectively, P<0.05). Conclusions:The elderly patients with severe burns had the injuries mainly from flame burns, often accompanied by moderate to severe inhalation injury and enhanced inflammatory response, elevated blood glucose levels, activated fibrinolysis, and impaired organ function in the early stage, which are associated with their prognosis. Age, total burn area, full-thickness burn area, and serum creatinine and APTT within the first 24 hours of injury are the independent risk factors for death within 28 days after injury in this population.
8.Clinical application of nasopharyngeal airway in daytime inhalation anesthesia for pediatric patients in oral maxillofacial surgery
Tiecheng ZHANG ; Fei CHENG ; Yanli ZHAO ; Wei JIN ; Runsheng PEI ; Guicai LIU
Journal of Practical Stomatology 2024;40(5):683-686
Objective:To analyze the clinical application effects of different anesthesia maintenance methods in daytime pediatric sur-gery in oral maxillofacial surgery.Methods:80 children underwent anethesia for daytime surgery in oral maxillofacial region were en-rolled and divided into 2 groups(n=40).The maintenance dose of propofol was 2-3(mg·kg)/h in venous group,that was 3%to 4%sevofluranenas in opharyngeal airway-assisted inhalation group.The heart rate,mean arterial pressure,oxygen saturation,postoperative wake-up time and incidence of adverse reactions after the local anesthesia(T1),intraoperative(T2)and end-of-surgery(T3)were re-corded and compared between the 2 groups.Results:No statistical difference in heart rate change between the 2 groups at different time points(P>0.05).The average arterial pressure decrease and the decrease of oxygen saturationin in the inhalation group were lower than those of the venous group(P<0.01).The incidence of adverse events in the inhalation group were lower than that of the intravenous group(P<0.05).Conclusion:Nasopharyngeal airway-assisted inhalation anesthesia has definite sedative effect in daytime pediatric pa-tients in oral maxillofacial surgery with less influence on the circulatory system and fewer adverse events.
9.Effect of bevacizumab assisted PD-1 inhibitor on serum miR-20a-5p and miR-515-3p in the treatment of gastric cancer
China Oncology 2024;34(5):493-500
Background and purpose:Second-line chemotherapy is not effective in the treatment of gastric cancer.Bevacizumab is a molecularly targeted anticancer drug,and sindilizumab is a domestic programmed death-1(PD-1)inhibitor.The combination of the two is a new direction for clinical treatment of gastric cancer.This study aimed to analyze the effects of bevacizumab assisted PD-1 inhibitor in the treatment of gastric cancer on serum miR-20a-5p and miR-515-3p.Methods:A retrospective study was conducted on 84 patients with gastric cancer treated in the Fourth Affiliated Hospital of Nanjing Medical University from January 2019 to July 2021,and they were divided into the observation group and the control group with 42 cases each according to different treatment plans.The control group was given second-line chemotherapy,and the observation group was given bevacizumab combined with PD-1 inhibitor(sindilizumab)on the basis of the control group.objective response rate(ORR),disease control rate(DCR),serum tumor markers,immune function indexes,serum miR-20a-5p and miR-515-3p levels and total incidence of toxic and side effects were compared between the two groups.This study has been approved by the Ethics Committee of the Fourth Affiliated Hospital of Nanjing Medical University(approval number:20230531--K061).Results:The ORR(69.05%)and DCR(85.71%)of the observation group were higher than those of the control group(40.48%and 64.29%),and the difference was statistically significant(P<0.05).After treatment,serum carbohydrate antigen 12-5(CA12-5),carcinoembryonic antigen(CEA)and cytokerantin-19-fragment antigen 21-1(CYFRA21-1)levels were lower in observation group than in control group(P<0.05).CD4+T lymphocyte and CD4+/CD8+T lymphocyte ratio were higher in observation group than in control group after treatment(P<0.05),and CD8+T lymphocyte was lower in observation group than in control group after treatment(P<0.05).After treatment,the serum levels of miR-20a-5p and miR-515-3p were lower in the observation group than in the control group(P<0.05).There was no significant difference in total incidence of adverse effects between the observation group(28.57%)and the control group(38.10%)(P>0.05).Conclusion:Bevacizumab assisted sindilizumab can effectively improve the treatment efficiency of gastric cancer,improve immune function,and reduce the expression levels of serum miR-20a-5p,miR-515-3p and tumor markers,without increasing toxic and side effects.
10.Construction of the prediction model of breast cancer bone metastasis based on machine learning
Fei OUYANG ; Yang WANG ; Yu CHEN ; Guoqing PEI ; Ling WANG ; Yang ZHANG ; Lei SHI
China Oncology 2024;34(10):903-914
Background and purpose:Breast cancer is a major global public health problem.Bone is the most common site of distant metastasis of breast cancer,accounting for about 70%of all metastatic cases.Bone metastasis of breast cancer can cause a series of complications,including severe pain,pathological fracture,hypercalcemia,spinal cord compression,etc.,which bring great inconvenience to patients'physical activities and affect their quality of life.Metastatic recurrence is the leading cause of death in breast cancer patients.Therefore,there is an urgent need to build a diagnostic model of bone metastasis in breast cancer to identify patients with a high risk of bone metastasis.The aim of this study was to develop a predictive model based on machine learning to predict the probability of breast cancer developing bone metastasis.Methods:Data of breast cancer patients diagnosed between 2010 and 2015 were extracted from The Surveillance,Epidemiology,and End Results(SEER)database.The variables were screened by least absolute shrinkage and selection operator(LASSO)regression,univariate and multivariate logistic regression analysis,and statistically significant risk factors were included to build a prediction model.In this study,nine machine learning algorithms,including decision tree,elastic network,K-nearest neighbor,lightweight gradient elevator,logistic regression,neural network,random forest,support vector machine and limit gradient lifting,were used to adjust the model hyperparameters through random search and 5x cross-validation to build a breast cancer bone metastasis prediction model.The area under the receiver operating characteristic(ROC)curve,calibration curve and decision curve were used to evaluate the model,the optimal model was obtained,and the importance of variables was analyzed based on the optimal model.Finally,a network calculator for predicting the risk of bone metastasis of breast cancer was established using the optimal model.Results:The study included 10 106 patients with breast cancer,7 073 patients in the training set,and 3 033 patients in the validation set.We found that 4 494(63.5%)patients in the training set and 1 927(63.5%)patients in the validation set developed bone metastases,respectively.Race,pathologic grade,estrogen receptor(ER)status,progesterone receptor(PR)status,human epidermal growth factor receptor 2(HER2)status,N stage,lung metastasis,radiotherapy,chemotherapy and surgery were independent predictors of bone metastasis.The training set and verification set were used to verify the model,and the limit gradient lifting algorithm was superior to other machine learning algorithms by integrating the evaluation indexes such as the area under the ROC curve,calibration curve and decision curve.Finally,we used limit gradient algorithm to build network calculator for prediction of breast cancer bone metastases(https://bcbm.shinyapps.io/DynNomapp/).Conclusion:This study developed a predictive model based on machine learning to predict the probability of bone metastases in breast cancer patients,hoping to help clinicians make more rational treatment decisions.

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