1.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.
2.Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients (version 2024)
Yao LU ; Yang LI ; Leiying ZHANG ; Hao TANG ; Huidan JING ; Yaoli WANG ; Xiangzhi JIA ; Li BA ; Maohong BIAN ; Dan CAI ; Hui CAI ; Xiaohong CAI ; Zhanshan ZHA ; Bingyu CHEN ; Daqing CHEN ; Feng CHEN ; Guoan CHEN ; Haiming CHEN ; Jing CHEN ; Min CHEN ; Qing CHEN ; Shu CHEN ; Xi CHEN ; Jinfeng CHENG ; Xiaoling CHU ; Hongwang CUI ; Xin CUI ; Zhen DA ; Ying DAI ; Surong DENG ; Weiqun DONG ; Weimin FAN ; Ke FENG ; Danhui FU ; Yongshui FU ; Qi FU ; Xuemei FU ; Jia GAN ; Xinyu GAN ; Wei GAO ; Huaizheng GONG ; Rong GUI ; Geng GUO ; Ning HAN ; Yiwen HAO ; Wubing HE ; Qiang HONG ; Ruiqin HOU ; Wei HOU ; Jie HU ; Peiyang HU ; Xi HU ; Xiaoyu HU ; Guangbin HUANG ; Jie HUANG ; Xiangyan HUANG ; Yuanshuai HUANG ; Shouyong HUN ; Xuebing JIANG ; Ping JIN ; Dong LAI ; Aiping LE ; Hongmei LI ; Bijuan LI ; Cuiying LI ; Daihong LI ; Haihong LI ; He LI ; Hui LI ; Jianping LI ; Ning LI ; Xiying LI ; Xiangmin LI ; Xiaofei LI ; Xiaojuan LI ; Zhiqiang LI ; Zhongjun LI ; Zunyan LI ; Huaqin LIANG ; Xiaohua LIANG ; Dongfa LIAO ; Qun LIAO ; Yan LIAO ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Peixian LIU ; Tiemei LIU ; Xiaoxin LIU ; Zhiwei LIU ; Zhongdi LIU ; Hua LU ; Jianfeng LUAN ; Jianjun LUO ; Qun LUO ; Dingfeng LYU ; Qi LYU ; Xianping LYU ; Aijun MA ; Liqiang MA ; Shuxuan MA ; Xainjun MA ; Xiaogang MA ; Xiaoli MA ; Guoqing MAO ; Shijie MU ; Shaolin NIE ; Shujuan OUYANG ; Xilin OUYANG ; Chunqiu PAN ; Jian PAN ; Xiaohua PAN ; Lei PENG ; Tao PENG ; Baohua QIAN ; Shu QIAO ; Li QIN ; Ying REN ; Zhaoqi REN ; Ruiming RONG ; Changshan SU ; Mingwei SUN ; Wenwu SUN ; Zhenwei SUN ; Haiping TANG ; Xiaofeng TANG ; Changjiu TANG ; Cuihua TAO ; Zhibin TIAN ; Juan WANG ; Baoyan WANG ; Chunyan WANG ; Gefei WANG ; Haiyan WANG ; Hongjie WANG ; Peng WANG ; Pengli WANG ; Qiushi WANG ; Xiaoning WANG ; Xinhua WANG ; Xuefeng WANG ; Yong WANG ; Yongjun WANG ; Yuanjie WANG ; Zhihua WANG ; Shaojun WEI ; Yaming WEI ; Jianbo WEN ; Jun WEN ; Jiang WU ; Jufeng WU ; Aijun XIA ; Fei XIA ; Rong XIA ; Jue XIE ; Yanchao XING ; Yan XIONG ; Feng XU ; Yongzhu XU ; Yongan XU ; Yonghe YAN ; Beizhan YAN ; Jiang YANG ; Jiangcun YANG ; Jun YANG ; Xinwen YANG ; Yongyi YANG ; Chunyan YAO ; Mingliang YE ; Changlin YIN ; Ming YIN ; Wen YIN ; Lianling YU ; Shuhong YU ; Zebo YU ; Yigang YU ; Anyong YU ; Hong YUAN ; Yi YUAN ; Chan ZHANG ; Jinjun ZHANG ; Jun ZHANG ; Kai ZHANG ; Leibing ZHANG ; Quan ZHANG ; Rongjiang ZHANG ; Sanming ZHANG ; Shengji ZHANG ; Shuo ZHANG ; Wei ZHANG ; Weidong ZHANG ; Xi ZHANG ; Xingwen ZHANG ; Guixi ZHANG ; Xiaojun ZHANG ; Guoqing ZHAO ; Jianpeng ZHAO ; Shuming ZHAO ; Beibei ZHENG ; Shangen ZHENG ; Huayou ZHOU ; Jicheng ZHOU ; Lihong ZHOU ; Mou ZHOU ; Xiaoyu ZHOU ; Xuelian ZHOU ; Yuan ZHOU ; Zheng ZHOU ; Zuhuang ZHOU ; Haiyan ZHU ; Peiyuan ZHU ; Changju ZHU ; Lili ZHU ; Zhengguo WANG ; Jianxin JIANG ; Deqing WANG ; Jiongcai LAN ; Quanli WANG ; Yang YU ; Lianyang ZHANG ; Aiqing WEN
Chinese Journal of Trauma 2024;40(10):865-881
Patients with severe trauma require an extremely timely treatment and transfusion plays an irreplaceable role in the emergency treatment of such patients. An increasing number of evidence-based medicinal evidences and clinical practices suggest that patients with severe traumatic bleeding benefit from early transfusion of low-titer group O whole blood or hemostatic resuscitation with red blood cells, plasma and platelet of a balanced ratio. However, the current domestic mode of blood supply cannot fully meet the requirements of timely and effective blood transfusion for emergency treatment of patients with severe trauma in clinical practice. In order to solve the key problems in blood supply and blood transfusion strategies for emergency treatment of severe trauma, Branch of Clinical Transfusion Medicine of Chinese Medical Association, Group for Trauma Emergency Care and Multiple Injuries of Trauma Branch of Chinese Medical Association, Young Scholar Group of Disaster Medicine Branch of Chinese Medical Association organized domestic experts of blood transfusion medicine and trauma treatment to jointly formulate Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients ( version 2024). Based on the evidence-based medical evidence and Delphi method of expert consultation and voting, 10 recommendations were put forward from two aspects of blood support mode and transfusion strategies, aiming to provide a reference for transfusion resuscitation in the emergency treatment of severe trauma and further improve the success rate of treatment of patients with severe trauma.
3.Application value of P-loop digestive tract reconstruction in pancreaticoduodenectomy
Zheng ZHOU ; Guangdong PAN ; Zhen LIU ; Chuang QIN ; Min WEI ; Ketuan HUANG ; Jingming CAI ; Guangping CHU ; Guoqing OUYANG ; Shengqiang TAN
Chinese Journal of Digestive Surgery 2021;20(10):1085-1090
Objective:To investigate the application value of P-loop digestive tract recons-truction in pancreaticoduodenectomy (PD).Methods:The retrospective and descriptive study was conducted. The clinicopathological data of 21 ampullary disease patients undergoing PD in the Liuzhou People′s Hospital Affiliated to Guangxi Medical University from April to December 2020 were collected. There were 13 males and 8 females, aged from 35 to 76 years, with a median age of 60 years. All the 21 patients underwent PD and digestive tract reconstruction using P-loop method based on the Child reconstruction. Observation indicators: (1) surgical situations; (2) postoperative situations; (3) follow-up. Follow-up was conducted using outpatient examination or telephone interview to detect survival and discomfort symptoms of patients up to December 2020. Measurement data with normal distribution were represented as Mean± SD, and measurement data with skewed distribution were represented as M(range). Count data were described as absolute numbers or persentages. Results:(1) Surgical situations: all the 21 patients underwent PD successfully. The operation time, time of P-loop anastomosis and volume of intraoperative blood loss of 21 patients were (317±74)minutes, (14±3)minutes and 375 mL(range, 100-800 mL), respectively. Of the 21 patients, 17 cases had pancreatic texture as soft, 4 cases had pancreatic texture as hard, 3 cases had diameter of pancreas ≤3 mm, 18 cases had diameter of pancreas >3 mm, 14 cases were placed pancreatic duct stent, 7 cases were not placed pancreatic duct stent. (2) Postoperative situations: 2 of the 21 patients had grade A pancreatic fistula, and none of patient had grade B or grade C pancreatic fistula. One case had hepaticojejunal anastomotic fistula, 2 cases without pancreatic fistula had delayed gastric emptying and none of patient had abdominal infection or bleeding. The duration of postoperative hospital stay of 21 patients was (16±5)days, and none of patient died during postoperative 30 days. Results of postoperative histopathological examination showed there were 10 cases with duodenal papillary carcinoma, 4 cases with lower bile duct carcinoma, 3 cases with pancreatic head ductal adenocarcinoma, 1 case with duodenum stromal tumors, 1 case with gastric antrum carcinoma, 1 case with mass in the head of the pancreas of IgG4 and 1 case with choledochal cyst of type 3. (3) Follow-up: all 21 patients were followed up for 1.0 to 7.0 months, with a median follow-up time of 4.3 months. None of patient died. There was no abdominal pain, distension or dyspepsia during follow-up. One case was diagnosed as tumor liver metastasis at postoperative 5 months.Conclusion:P-loop digestive tract reconstruction in PD is safe and effective, with good short-term effect.
4.Study on aging-associated changes of adiponectin in different organs and tissues of mice
Guoqing FAN ; Qiugeng OUYANG ; Lyutao ZENG ; Ju CUI ; Huan XI ; Jianping CAI
Chinese Journal of Geriatrics 2020;39(5):582-586
Objective:To investigate the trends of changes in oxidative stress and inflammatory factor levels in intestine tissues of mice during aging, and to explore their significance in the aging process.Methods:Four-month-old and 20-month-old male C57BL6 mice were used, with 3 mice in each group.The mice were sacrificed under anesthesia, and serum, liver, spleen, kidney, intestine and lung tissues were collected.Age-related changes in expression levels of inflammation-related proteins in serum, intestine, liver, spleen, kidney and lung were detected and analyzed by cytokine antibody arrays.Immunohistochemistry was used to examine aging-related changes of adiponectin in tissues and 8-oxoguanine (8-oxoG) levels in intestinal tissues.Results:Cytokine microarrays revealed that levels of adiponectin in the intestine and serum were significantly higher in 20-month-old mice than those in 4-month-old mice ( t=5.370, 23.490, both P<0.05). Immunohistochemistry results showed that expression levels of 8-oxoG in 20-month-old mice were significantly higher than those in 4-month-old mice ( t=8.785, P<0.05). Furthermore, in intestine tissue, expression levels of adiponectin were significantly higher in 20-month-old mice, compared with 4-month-old mice ( t=24.530, P<0.05). However, there was no significant difference in adiponectin levels in spleen, kidney, lung and liver tissues between young and aged mice. Conclusions:Adiponectin levels in serum and intestine tissue increase with age and have the potential to be used as a specific intestinal tissue biomarker of aging.
5.Role of PpⅨ-based photodynamic therapy in promoting the damage and apoptosis of colorectal cancer cell and its mechanisms
Guoqing OUYANG ; Zhipeng LIU ; Li XIONG ; Xiang CHEN ; Qinglong LI ; He HUANG ; Liangwu LIN ; Xiongying MIAO ; Lun MA ; Wei CHEN ; Yu WEN
Journal of Central South University(Medical Sciences) 2017;42(8):874-881
Objective:To explore the effects of protoporphyrin Ⅸ (PpⅨ)-mediated photodynamic therapy (PDT) on induction of apoptosis and death in colon cancer cell and the underlying mechanisms.Methods:The cell killing effect of PDT on HCT116 cell was determined by cell counting kit (CCK).The cells were divided into a control group,a single light group,a single PpⅨ group,and a PDT group.Hoechst 33342 and flow cytometry was used to assess the cell apoptosis.Western blot was employed to analyze the expressions ofbd-2,bax,and caspase-3.Reactive oxygen species (ROS) was detected by flow cytometry.Results:The viability of HCT116 cell was decreased gradually with the increase of irradiation dose (P<0.05).Compared to the other 3 groups,ROS production,the number of apoptotic cells and the protein expressions ofbax and caspase-3 in PDT group increased,while bcl-2 expression was decreased (P<0.05).Conclusion:PpⅨ-mediated PDT can enhance the apoptosis in HCT116 cell,which may be related to mitochondrial apoptosis pathway.
6.Association of serum thyrotropin level with papillary thyroid microcarcinoma
Huixian YAN ; Weijun GU ; Guoqing YANG ; Jianming BA ; Xianling WANG ; Jin DU ; Jinzhi OUYANG ; Nan JIN ; Zhaohui LYU ; Jingtao DOU ; Yiming MU ; Juming LU
Chinese Journal of Endocrinology and Metabolism 2014;(8):669-672
Objective To study whether preoperative serum thyrotropin ( TSH) concentration can be used for risk prediction of papillary thyroid microcarcinoma ( PTMC ) . Methods The cohort of this retrospective study consisted of 1 707 patients who underwent surgery on thyroid nodules at Chinese PLA General Hospital from October 1999toFebruary2011. 37.32%(n=637)ofthesepatientssufferedfromdifferentiatedthyroidcancer(DTC),and 14. 18%(n=242) of patients with DTC suffered from PTMC. Results (1) The mean TSH level in patients with DTC was significantly higher than that in patients with benign thyroid nodules [(1. 99(1. 25-3. 19) vs 1. 48 (0. 85-2. 32) mU/L, P<0. 01]. DTC with diameter greater than 10 mm had higher serum TSH level compared with that in benign thyroid nodules[2. 04(1. 26-3. 36) vs 1. 45(0. 83-2. 30), P<0. 01]. Serum TSH level was not significantly raised in cases where-as the diameter of tumor was 10 mm or less. (2) With the increasing level of TSH, the prevalence of DTC and tumours with diameter greater than 10 mm rose significantly, but the increasing trend was not significant in PTMC. (3) Raised TSH level was an independent risk factor of DTC based on Binary logistic regression. Conclusions Serum TSH is an independent risk predictor of DTC, it is an independent risk predictor of the diameter of DTC greater than 10 mm, but it is not a good risk predictor in PTMC.
7.The influencing factors on the height of patients with pituitary stalk interruption syndrome
Dan WU ; Yiming MU ; Jinzhi OUYANG ; Lijuan YANG ; Guoqing YANG ; Jianming BA ; Jingtao DOU
Chinese Journal of Endocrinology and Metabolism 2013;29(11):959-961
Thirty cases of pituitary stalk interruption syndrome were divided into normal height (group 1) and short stature (group 2).There was no significant difference in growth hormone or insulin-like growth factor-Ⅰ levels between two groups(P>0.05).Expected height and body mass index in group 1 were higher than those in group 2,while testosterone,cortisol,and FT4 were lower.Height were positively correlated with age,expected height,birth weight,and body mass index.The height of patients with pituitary stalk interruption syndrome depended on both genetic factors and the hormones from pituitary-target gland.
8.Significance of insulin tolerance test in the diagnosis of adult growth hormone deficiency
Li GAO ; Yu ZHENG ; Jianming BA ; Nan JIN ; Guoqing YANG ; Jingtao DOU ; Jinzhi OUYANG ; Jin DU ; Xianling WANG ; Qinghua GUO ; Weijun GU ; Jing LI ; Changyu PAN ; Juming LU ; Jiangyuan LI ; Yiming MU
Chinese Journal of Endocrinology and Metabolism 2012;(12):994-997
Objective To assess the significance of insulin tolerance test(ITT) in clinical diagnosis of adult growth hormone deficiency(GHD).Methods Eighty-two patients with an established diagnosis of adult GHD [53males,29 females,mean age (30.9 ± 12.3) years (18-65 years)] were reviewed retrospectively for evaluating the GH response to ITT in the General Hospital of the People' s Liberation Army.Control data for peak GH after ITT were obtained in 15 healthy subjects [9 males,6 females,mean age (26.7 ± 5.6) years (22-41 years)].Receiver operating characteristic (ROC) curve analysis and the area under the curve (AUC) were used to evaluate the diagnostic cut-off point of peak GH and GH increment response to ITT.Results (1) Mean peak GH response to ITT was significantly higher in 15 controls compared with 82 patients (the median 14 μg/L vs 0.62 μg/L,P =0.001).The cut-off point of the peak GH(chemiluminescent immunoassay,CLIA) response to ITT in adult GHD was 4.935 μg/L (AUC 0.993).(2) Mean GH increment was significantly higher in 15 controls compared with 82 patients (the median 13.17 μg/L vs 0.19 ug/L,P<0.001).The cut-off point of the GH increment was 4.088 μg/L(AUC 0.937),with a 91.5% sensitivity and 100% specificity.(3) The peak GH showed even higher diagnostic value than the GH increment after ITT.(4)The above mentioned cut-off points (peak GH less than 4.935 μg/L and 5 μg/L) had a coincidence with a 95.1% sensitivity and 100% specificity,respectively.Conclusion The current guidelines for the diagnosis of adult GHD based on the optimal cut-off point of the peak GH(CLIA) response to ITT less than 5 μg/L turned to be of reliable diagnostic value in our country.
9.Gender-related differences of clinical characteristics and vascular complications in patients with aldosterone-producing adenoma
Xiaoxiao ZHU ; Zhiqing TANG ; Guoqing YANG ; Jin DU ; Xianling WANG ; Jinzhi OUYANG ; Weijun GU ; Qinghua GUO ; Nan JIN ; Lijuan YANG ; Zhaohui Lü ; Jianming BA ; Jingtao DOU ; Yiming MU
Chinese Journal of Endocrinology and Metabolism 2012;28(10):830-834
Objective To study gender-related differences of clinical characteristics and vascular complications in patients with aldosterone-producing adenoma(APA).Method Consecutive 315 patients with APA confirmed by pathological diagnosis were included and the clinical features and vascular complications were compared based on gender.Results (1) Of the 315 patients with APA,female accounted for 52.7% (166/315).Male patients with APA presented a higher BMI,compared with females [(25.4± 2.9) vs (24.1 ± 3.2) kg/m2,P<0.01],and the history of smoking and drinking was more common in male patients.No significant difference was found in regard to the age,duration,hypokalemia,tumor size,and family history of hypertension between two groups (P>0.05).(2) No significant difference was found in the prevalence of hypertension,duration of hypertension,blood pressure,and antihypertensive medieation between two groups.However,the patients with grade 3 hypertension tended to be more prevalent in males(P =0.08).(3) Serum aldosterone concentrations were similar in two groups,but 24 h urinary aldosterone showed an increased trend in male group (P =0.07).(4) The overall prevalences of cardiovascular (51.0% vs 36.1%) and cerebrovascular (9.4% vs 3.0%) complications were significantly higher in male group (P < 0.05).Further analysis of cardiac events revealed significantly higher rates of left ventricular hypertrophy (23.5% vs 13.9%) and arrhythmia (21.5% vs 10.8%) in males (P<0.05).However,no significant difference in the prevalence between two groups was found in regard to cerebral hemorrhage,infarction,and chronic renal insufficiency.(5) The fall of blood pressure and recovery from hypokalemia were comparable between males and females in two weeks after sugery.However,in the patients with persistent hypertension,the number of antihypertensive drugs used in males was greater than that in females and more male patients needed ≥ 2 types of antihypertensive drugs.Conclusion There were significant gender-related differences with regard to clinical features and vascular complications in patients with APA.
10.Approach to the normotensive patient with aldosterone-producing adenoma
Huiyun LIU ; Zhiqing TANG ; Jin DU ; Xianling WANG ; Guoqing YANG ; Jianming BA ; Jinzhi OUYANG ; Weijun GU ; Qinghua GUO ; Lijuan YANG ; Zhaohui Lü ; Jingtao DOU ; Yiming MU
Chinese Journal of Endocrinology and Metabolism 2012;28(2):160-163
A 31-year-old male normotensive patient with aldosterone-producmg adenoma complained of thirst,polydipsia,polyuria,and periodical paraplegia.The diagnosis is raised by signs of hypokalemia.Despite the lack of hypertension,primary aldosteronism was confirmed by persistent hypokalemia,increased urinary potassium,increased urinary and plasma aldosterone levels and suppressed plasma rennin activity (PRA).The blood pressure profile was studied by ambulatory monitoring,and the mean blood pressure of 24h was normal and the circadian rhythm remained normal. Surgical removal of the histologically typical aldosterone-producing adenomas normalized the kalemia.The patient had a marked fall in blood pressure with mean values of 21/17 mm Hg ( diurnal and nocturnal blood pressure were 19/17 and 22/17 mm Hg respectively)and recovery of normal urinary and plasma aldosterone levels and PRA 6 weeks after surgery.This suggests that excess serum aldosterone induced relative hypertension in those patients whose blood pressure was spontaneously very low.Our observations call for primary hyperaldosteronism assay in patients with hypokalemia and renal potassium leakage.

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