1.An advanced machine learning method for simultaneous breast cancer risk prediction and risk ranking in Chinese population: A prospective cohort and modeling study
Liyuan LIU ; Yong HE ; Chunyu KAO ; Yeye FAN ; Fu YANG ; Fei WANG ; Lixiang YU ; Fei ZHOU ; Yujuan XIANG ; Shuya HUANG ; Chao ZHENG ; Han CAI ; Heling BAO ; Liwen FANG ; Linhong WANG ; Zengjing CHEN ; Zhigang YU
Chinese Medical Journal 2024;137(17):2084-2091
Background::Breast cancer (BC) risk-stratification tools for Asian women that are highly accurate and can provide improved interpretation ability are lacking. We aimed to develop risk-stratification models to predict long- and short-term BC risk among Chinese women and to simultaneously rank potential non-experimental risk factors.Methods::The Breast Cancer Cohort Study in Chinese Women, a large ongoing prospective dynamic cohort study, includes 122,058 women aged 25-70 years old from the eastern part of China. We developed multiple machine-learning risk prediction models using parametric models (penalized logistic regression, bootstrap, and ensemble learning), which were the short-term ensemble penalized logistic regression (EPLR) risk prediction model and the ensemble penalized long-term (EPLT) risk prediction model to estimate BC risk. The models were assessed based on calibration and discrimination, and following this assessment, they were externally validated in new study participants from 2017 to 2020.Results::The AUC values of the short-term EPLR risk prediction model were 0.800 for the internal validation and 0.751 for the external validation set. For the long-term EPLT risk prediction model, the area under the receiver operating characteristic curve was 0.692 and 0.760 in internal and external validations, respectively. The net reclassification improvement index of the EPLT relative to the Gail and the Han Chinese Breast Cancer Prediction Model (HCBCP) models for external validation was 0.193 and 0.233, respectively, indicating that the EPLT model has higher classification accuracy.Conclusions::We developed the EPLR and EPLT models to screen populations with a high risk of developing BC. These can serve as useful tools to aid in risk-stratified screening and BC prevention.
2.Effects of individualized exercise on the cardiopulmonary functioning of senile persons with chronic obstructive pulmonary disease
Qianqian ZHANG ; Zhigang LIU ; Jinjuan LIU ; Ruiyang DING ; Lili BAO
Chinese Journal of Physical Medicine and Rehabilitation 2023;45(3):238-242
Objective:To explore any effect of following an individualized exercise program on the cardio-pulmonary health of elderly persons with stable chronic obstructive pulmonary disease (COPD).Methods:A total of 120 elderly COPD patients were randomly divided into an experimental group and a control group, each of 60. Both groups were given medication and routine rehabilitation treatment for 3 months, but the experimental group also followed an individualized exercise program based on the cardiopulmonary exercise test. Before and after the treatment, Borg scoring was used to assess the subjects′ degree of dyspnea. Forced expiratory volume (FEV 1), forced vital capacity (FVC), maximum oxygen uptake (VO 2max), anaerobic threshold (AT), heart rate (HR) and a heart index (CI) were also recorded. The 6-minute walk test (6 MWD) was administered to evaluate the rehabilitation effect. Results:There were no significant differences in the average Borg scores, cardiopulmonary function indexes or 6MWD distances between the two groups before treatment. After the treatment significant improvement was observed in all of the measurements in both groups, but at that point all of the experimental group′s averages were better than those of the control group.Conclusion:Individualized exercise based on the cardiopulmonary exercise test can alleviate the symptoms of dyspnea in elderly COPD patients, improve their cardiopulmonary functioning and exercise endurance and improve the rehabilitation effect.
3.Effect of Jiedu Limai decoction in septic patients with syndrome of heat-toxin exuberance
Chuanlei LI ; Yun XIE ; Zhihuang ZHENG ; Kexin XU ; Nan ZHU ; Xiujuan ZANG ; Xuemin WANG ; Jinfang BAO ; Qing YU ; Ruilan WANG ; Jun LIU ; Zhigang ZHOU
Chinese Critical Care Medicine 2021;33(7):815-820
Objective:To investigate the clinical effect of Jiedu Limai decoction in septic patients with syndrome of heat-toxin exuberance.Methods:A prospective randomized controlled trial was conducted. From March 2019 to April 2020, septic patients with syndrome of heat-toxin exuberance admitted to intensive care unit (ICU) of Shanghai General Hospital and Songjiang Branch of Shanghai General Hospital were enrolled as the research objects, and they were divided into routine treatment group and Jiedu Limai decoction group by the random number table method. Patients in both groups were given standard treatment in accordance with the guidelines, and patients in the Jiedu Limai decoction group were given Jiedu Limai decoction in addition to the standard treatment, once a day for 14 days. The 28-day survival of patients of the two groups were recorded, the acute physiology and chronic health evaluation Ⅱ (APACHEⅡ) score, sequential organ failure assessment (SOFA) score, coagulation indexes, infection indexes, inflammatory cytokines and organ function indicators before treatment and 7 days after treatment in both groups were recorded, and the prognosis of the two groups were recorded.Results:A total of 259 patients with infection or clinical diagnosis of infection admitted during the experimental observation period were included, and those who did not meet the Sepsis-3 diagnostic criteria, more than 80 years old or less than 18 years old, with multiple tumor metastases, autoimmune system diseases, with length of ICU stay less than 24 hours, with acute active gastrointestinal bleeding and with incomplete data were excluded. One hundred patients were finally enrolled, with 50 patients in the routine treatment group and 50 patients in the Jiedu Limai decoction group. There were no statistically significant differences in coagulation indexes, infection indicators, inflammatory cytokines and organ function indicators before treatment between the two groups. After 7 days of treatment, the coagulation indexes, infection biomarkers and inflammatory cytokines in the Jiedu Limai decoction group were significantly lower than those in the routine treatment group [D-dimer (mg/L): 2.2 (1.8, 8.5) vs. 4.0 (1.5, 8.7), fibrinogen (Fib, g/L): 3.7 (3.4, 4.3) vs. 4.2 (3.7, 4.3), fibrinogen degradation product (FDP, mg/L): 7.2 (5.4, 10.2) vs. 13.2 (9.2, 15.2), procalcitonin (PCT, μg/L): 0.4 (0.2, 2.9) vs. 0.5 (0.2, 0.9), C-reactive protein (CRP, mg/L): 50.1 (9.5, 116.0) vs. 75.1 (23.5, 115.2), interleukin-6 (IL-6, ng/L): 31.6 (21.6, 81.0) vs. 44.1 (14.0, 71.3), all P < 0.05], and the levels of B-type brain natriuretic peptide (BNP) and kidney injury molecule-1 (KIM-1) were significantly lowered [BNP (ng/L): 261.1 (87.5, 360.3) vs. 347.3 (128.8, 439.4), KIM-1 (μg/L): 0.86 (0.01, 1.40) vs. 1.24 (1.05, 1.57), both P < 0.05]. Compared with the routine treatment group, the number of new organ failure in the Jiedu Limai decoction group was decreased (30.0% vs. 50.0%, P < 0.05). Although there was no significant difference in 28-day mortality between the two groups ( P > 0.05), the 28-day mortality in the Jiedu Limai decoction group was lower than that in the routine treatment group (18.0% vs. 24.0%). Conclusion:Combining Jiedu Limai decoction to the sepsis guideline in treating syndrome of heat-toxin exuberance can effectively improve patients' coagulation function, the situation of heart and renal injury, reduce the level of inflammatory cytokines, and fewer people develop new organ failure after treatment.
4.The Breast Cancer Cohort Study in Chinese Women: the methodology of population-based cohort and baseline characteristics
Heling BAO ; Liyuan LIU ; Liwen FANG ; Shu CONG ; Zhentao FU ; Junli TANG ; Shan YANG ; Weiwei SHI ; Min FAN ; Minquan CAO ; Xiaolei GUO ; Jixin SUN ; Cuizhi GENG ; Xuening DUAN ; Zhigang YU ; Linhong WANG
Chinese Journal of Epidemiology 2020;41(12):2040-2045
Objective:Breast cancer has been the first cancer among women with the incidence increasing gradually. In September 2016, the Breast Cancer Cohort Study in Chinese Women (BCCS-CW) was initiated, aiming to establish a standardized and sharable breast cancer-specific cohort by integrating the existing cohort resource and improving the quality of follow-up. The BCCS-CW may provide a research basis and platform for the precision prevention and treatment of breast cancer in etiology identification, prevention, early diagnosis, treatment, and prognosis prediction.Methods:We conducted a population-based perspective cohort by questionnaire interview, anthropometry, biological specimens, breast ultrasound and mammography. The cohort was followed by using regional health surveillance and ad hoc survey.Results:Finally, BCCS-CW included 112 118 women, in which 55 419 women completed the standardized investigation and blood specimens were collected from 54 304 women. The mean age of participants was 51.7 years old, 62.7% were overweight or obese, and 48.9% were menopausal.Conclusion:The BCCS-CW will provide population-based cohort resource and research platform for the precise prevention and treatment of breast cancer in Chinese women.
5.The Breast Cancer Cohort Study in Chinese Women: research design and preliminary results of clinical multi-center cohort
Yuge BAI ; Ling XU ; Xuening DUAN ; Yinhua LIU ; Jingming YE ; Qian LIU ; Yuanjia CHENG ; Ling XIN ; Linhong WANG ; Heling BAO ; Zhigang YU ; Liyuan LIU ; Rui WANG ; Zhiguo SHI
Chinese Journal of Epidemiology 2020;41(12):2046-2052
Objective:The incidence of breast cancer in Chinese women continues to rise. The large breast cancer cohort studies in China are relatively scarce. There are many bottlenecks in the construction of large clinical cohort for breast cancer diagnosis, treatment, and prognoses, such as inconsistent standards, high rates of lost follow-up, repeated construction, and inability to share. To better solving the difficulties and problems faced by large-scale clinical cohort research in China, this project will cooperate with several tertiary A hospitals to establish a breast cancer cohort in Chinese women. It also provides a data platform and technical support for breast cancer multi-center clinical cohort research.Methods:Based on the evidence-based medicine and expert opinion and consensus, we established a breast cancer cohort standardized indicator set-recording baseline information, diagnosis and treatment-related information of the enrolled patients, and collecting biological specimens. According to the technical specification of long-term follow-up for the endpoint, data management, and data security and in the large population-based cohort study, a standardized follow-up system for the diagnosis, treatment, and prognosis of breast cancer prospective cohorts is formed.Results:Based on standardized data sets and the computer discipline’s advantage from the University of Science and Technology Beijing, we integrate the new information technology methods, including dynamic information collection terminals and social networks. Thus, the quality of control programs on compliance and intelligence data was improved, and a Chinese women breast cancer cohort database was developed. By February 2020, 12 147 patients were included in the clinical cohort database. Biological specimens’resources in cohort construction were collected and cooperated with Shandong University to research the multi-center quality control system and shared evaluation system of biobanks. Building an open and shared biobank network and forming a full chain of breast cancer research platform.Conclusion:With the implementation of the "13 th Five-Year Plan" precision medicine research, this study provides a research foundation for precision diagnosis and treatment of breast cancer and provides data support for the country to formulate relevant medical policies.
6.The Breast Cancer Cohort Study in Chinese Women: the construction and progress of the pan-shared biobank
Han CAI ; Liyuan LIU ; Fei WANG ; Heling BAO ; Zhigang YU ; Linhong WANG ; Liwen FANG ; Ling XU ; Rui WANG ; Wei HUANGFU ; Chunmiao YE ; Gengshen YIN ; Xuening DUAN ; Hongying JIA
Chinese Journal of Epidemiology 2020;41(12):2053-2058
Objective:Biobank construction plays an irreplaceable role in the research of accurate prevention and treatment of diseases. Shared biobank network based on a large crowd queue is the way of the future. This subject is one of the key contents of national precision medicine "The Breast Cancer Cohort Study in Chinese Women: (BCCS-CW)" , aiming to solve the bottleneck of insufficient standardization and sharing.Methods:The establishment of "entity library-information library-extension library" , the widely Shared network of biobank of breast cancer specific disease cohort, and the establishment of strict standard setting and quality control standard to construct the standardized biobank.Results:This biobank provides a shared biobank resource for breast cancer risk assessment, prediction and early warning, early screening, classification, individualized treatment, efficacy and safety prediction and monitoring and other accurate prevention and treatment programs and clinical decision-making system research.Conclusion:The data of this biological sample bank is refined and complete, and the sample size of cases is sufficient, which can meet the research needs of medical big data, genomics, metabonomics, epigenetics and other fields.
7.The changes of macular choroidal thickness in patients with mild to moderate Alzheimer's disease
Jing BAO ; Zhigang LYU ; Xiangxiang ZHANG ; Danni YE
Chinese Journal of Ocular Fundus Diseases 2019;35(3):231-234
Objective To obverse the changes ofmacular choroidal thickness (CT) in patients with mild to moderate Alzheimer's disease (AD).Methods This was a case-control study.Twenty-one patients with mild to moderate AD confirmed by Neurology Department of Jinhua Central Hospital from November 2016 to June 2018 and 21 age-matched control subjects were concluded in the study.There was no significant difference in age (t=0.128),intraocular pressure (t=0.440) and axial length (t=1.202) between the two groups (P>0.05).There was significant difference in mini-mental state examination score (t=8.608,P<0.05).CT was measured by OCT with enhanced depth imaging technique in the subfoveal choroid,at 0.5 mm and 1.0 mm from the center of the fovea nasal (NCT0.5,1.0mm),temporal (TCT0.5,1.0mm),superior (SCT0.5,1.0mm),and inferior (ICT0.5,1.0mm).Independent-samples t test was used to compare the results obtained from these two groups.Results SFCT (t=2.431),NCT0.5,1.0 mm (t=3.341,2.640),TCT0.5,1.0 mm (t=3.340,2.899),SCT0.5.1.0 mm (t=3.576,3.751) and ICT0.5 (t=2.897,2.903) were significantly thinner in AD eyes than those in control eyes.Conclusion Compared with healthy subjects,patients with mild to moderate AD showed a significant reduction in CT.
8.Experimental study of demineralized dentin matrix on osteoinduction and related cells identification.
Yang SHENGYIN ; Chen PING ; Bao JIBO ; Ding YIXIN ; Zou JINYANG ; Xie ZHIGANG
West China Journal of Stomatology 2018;36(1):33-38
OBJECTIVE:
The aim of this study was to explore the theoretical framework of cells and the forms of osteogenesis in the mechanism by which demineralized dentin matrix (DDM) induces osteogenesis.
METHODS:
A total of 24 New Zealand rabbits were used in this study. A total of 4 erector spinae bags were created in each animal. A total of 3 erector spinae bags were implanted with DDM by random selection, whereas the remaining one erector spinae bag was not implanted with DDM. The rabbits were sacrificed after 1, 2, 3, 4, 8, 12, 16, and 20 weeks, and the samples were obtained. The samples were examined by hematoxylin-eosin (HE), tartrate-resistant acid phosphatase (TRAP), and immunohistochemical staining to identify the mesenchymal stem cells, osteoblasts, chondrocytes, and osteoclasts.
RESULTS:
The results of HE staining showed that in the third week, cartilage- and bone-like matrices, as well as the osteoblast-like cells, were observed. The results of immunohistochemical staining showed that the expressions of CD44, alkaline phosphatase (ALP), and collagen Ⅱ were statistically significant
(P<0.05).
CONCLUSIONS
DDM has good histocompatibility and osteoinduction. In addition, induced ectopic osteogenesis mode mainly occurs in the endochondral bone.
Animals
;
Bone Matrix
;
Dentin
;
Osteoblasts
;
Osteogenesis
;
Rabbits
;
Tooth Demineralization
9. A multi-center research on the establishment and validation of autoverification rules for blood analysis
Wei XU ; Xiaoke HAO ; Wei CUI ; Hong JIANG ; Xuefeng WANG ; Chenxue QU ; Lei ZHENG ; Yandan DU ; Linlin QU ; Enliang HU ; Jianbiao WANG ; Zhigang MAO ; Lingling LIU ; Cuiling ZHENG ; Dehua SUN ; Chengwei PU ; Chunxi BAO ; Li LING ; Qiang LI ; Tan LI
Chinese Journal of Laboratory Medicine 2018;41(8):601-607
Objective:
To establish a set of rules for autoverification of blood analysis, in order to provide a way to validate autoverification rules for different analytical systems, which can ensure the accuracy of test results as well as shorten turnaround time (TAT) of test reports.
Methods:
A total of 34 629 EDTA-K2 anticoagulated blood samples were collected from multicenter cooperative units including the First Hospital of Jinlin University during January 2017 to November 2017. These samples included: 3 478 cases in Autoverification Establishment Group, including 288 cases for Delta check rules; 5 362 cases in Autoverification Validation Group, including 2 494 cases for Delta check; 25 789 cases in Clinical Application Trial Group. All these samples were analyzed for blood routine tests using Sysmex XN series automatic blood analyzers.Blood smears, staining and microscopic examination were done for each sample; then the clinical information, instrument parameters, test results and microscopic results were summarized; screening and determination of autoverification conditions including parameters and cutoff values were done using statistical analysis. The autoverification rules were input into Sysmex Laboman software and undergone stage Ⅰ validation using simulated data, and stage Ⅱ validation for post-analytical samples successively. True negative, false negative, true positive, false positive, autoverification pass rate and passing accuracy were calculated. Autoverification rules were applied to autoverification blood routine results and missed detection rates were validated, and also data of autoverification pass rate and TAT were obtained.
Results:
(1)The selected autoverification conditions and cutoff values included 43 rules involving WBC, RBC, PLT, Delta check and abnormal characteristics. (2)Validation of 3 190 cases in Autoverification Establishment Group showed the false negative rate was 1.94%(62/3 190)(
10.Research advances in reconstruction of coronoid process of the ulna
Chinese Journal of Orthopaedic Trauma 2018;20(11):980-985
As a pivotal part of the elbow joint structure,coronoid process of the ulna plays a vital role in maintaining stability of the elbow joint.Loss of coronoid process height probably causes instability of the elbow joint.Diagnosis and treatment of coronoid process fracture is a widespread concern for orthopaedic surgeons.Nevertheless,reconstruction of the defects following coronoid process fracture has been rarely reported though they affect elbow stability.It is very challenging to treat the elbow instability induced by coronoid process defects,mostly complicated with other elbow injuries.Moreover,the clinical treatment efficacy remains elusive.This review summarizes the research advances in reconstruction of coronoid process defects.

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