1.Identification of Kidney-Yang Deficiency Syndrome in Osteoporosis Patients Based on Rule Ensemble Method of Bagging Combining LASSO Regression
Feibiao XIE ; Jing WANG ; Xinghua XIANG ; Wenyuan XU ; Weiguo BAI ; Mengyu LIU ; Yaxin TIAN ; Qianzi CHE ; Yongjun WANG ; Wei YANG
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(23):150-157
ObjectiveTo investigate the identification of kidney Yang deficiency syndrome of patients with osteoporosis(OP), and to form the clinical syndrome identification rules of traditional Chinese medicine(TCM). MethodBasic information, etiology, clinical symptoms and other characteristics of 982 OP patients were included, and statistical tests were used to screen the variables associated with kidney Yang deficiency syndrome. Taking the decision tree as the base model, bootstrap aggregation algorithm(Bagging algorithm) was utilized to establish the classification model of kidney Yang deficiency syndrome in OP, generating numerous rules and removing redundancy. Combining least absolute shrinkage and selection operator(LASSO) regression to screen key rules and integrate them to construct an identification model, achieving the identification of kidney Yang deficiency syndrome in OP patients. ResultEighteen key identification rules were screened out, and of these, where 11 rules with regression coefficients>0 correlated positively with the kidney Yang deficiency syndrome, the rule with the highest coefficient was chilliness(present)&feverish sensation over the palm and sole(absent). The other 7 rules with regression coefficients<0 correlated negatively with the syndrome, the rule with the lowest coefficient was reddish tongue(present)&diarrhea(absent)&deficiency of endowment(absent). According to the regression coefficients of each key rule, variables with importance>0.2 were ranked as chilliness, reddish tongue, feverish sensation over the palm and sole, cold limbs, clear urine, diarrhea, deficiency of endowment, prolonged illness. The results of the partial dependence analysis of the identification model showed that compared to OP patients without chilliness, those with chilliness(present) had a 0.266 8 higher probability of being identified as having kidney Yang deficiency syndrome, indicating that this variable had the highest impact on identification of the syndrome. Similarly, compared to OP patients without reddish tongue, those with reddish tongue had a 0.141 9 lower probability of being identified as having kidney Yang deficiency syndrome, indicating that this variable had the highest impact on identifying non-kidney Yang deficiency syndrome. The accuracy, sensitivity, specificity and area under receiver operating characteristic curve(AUC) of the established kidney Yang deficiency syndrome identification model in the test set were 0.865 9, 0.853 7, 0.872 0 and 0.931 5, respectively. ConclusionA precise identification model of OP kidney Yang deficiency syndrome is conducted basing on the rule ensemble method of Bagging combining LASSO regression, and the screened key rules can explain the identification process of kidney Yang deficiency syndrome. In this research, according to the regression coefficients of rules, the importance and partial dependence of variables, combined with the thinking of TCM, the influence of patient characteristics on the identification of syndromes is described, so as to reveal the primary and secondary syndromes of identification and assist the clinical identification of kidney Yang deficiency syndrome.
2.Constructing a Syndrome Differentiation Model by Combining Latent Structure Analysis of Association Rules: An Example of Kidney Yang Deficiency Syndrome in Primary Osteoporosis
Beibei LI ; Jing WANG ; Xinghua XIANG ; Wenyuan XU ; Weiguo BAI ; Mengyu LIU ; Yukun LI ; Xiaokun WU ; Yongjun WANG ; Wei YANG
Journal of Traditional Chinese Medicine 2023;64(24):2522-2531
ObjectiveTo construct a quantitative differentiation model of traditional Chinese medicine (TCM) syndromes by taking primary osteoporosis (POP) with kidney yang deficiency syndrome as an example, and to provide methodological reference for the standardization of syndrome differentiation. MethodsHigh-frequency clinical features of POP were screened by descriptive statistical analysis, and strong association features of POP were obtained by association rule algorithm. On this basis, a latent structure (latent tree) model was established through latent structure analysis, and the implicit and explicit variables (features) related to POP with kidney yang deficiency syndrome were comprehensively clustered, and the clustering results were interpreted by the indexes of mutual information and cumulative information coverage, to explore the primary and secondary symptoms, and to deduce the categories of POP with kidney yang deficiency syndrome based on the probability of the features appearing in the various latent categories. Based on the categories, the clinical feature scores and identification thresholds were calculated, and the syndrome differentiation model of POP with kidney yang deficiency was initially constructed by combining the comprehensive judgment rules. Finally, the results of TCM professionals' judgment were used as the gold standard to further evaluate the effectiveness of the model in assisting the syndrome differentiation. ResultsThe 32 features strongly associated with POP were obtained, and the Bayes information critedon score of the further constructed latent tree model was -15291.93. Based on the mutual information and the cumulative information coverage, the main symptoms of POP with kidney yang deficiency syndrome were bone weakness, fatigue, pale tongue, clear urine, frequent nocturnal urination, cold limbs, thin pulse, white coating, and secondary symptoms were weakness, loss of libido, loose stool, frequent urination, lumbar and knee weakness, and fear of cold. From the probability of the occurrence of each clinical feature in different latent categories of POP with kidney yang deficiency syndrome, the state was introduced as S0 category (none/mild kidney yang syndrome)/ S1 category (moderate kidney yang syndrome)/ S2 category (severe kidney yang syndrome). Optimizing the preliminary rules of state identification and refining the state of S1 category, the results showed that among 970 patients with POP, there were 520 patients having no/mild kidney yang deficiency syndrome, 224 patients with moderate to mild kidney yang deficiency syndrome, 81 patients with moderate to severe kidney yang deficiency syndrome, and 145 patients with severe kidney yang deficiency syndrome. During the evaluation and validation process, the correct rate of the model assessment index was 0.8835, while the sensitivity was 0.7181, and the specificity was 0.9437. ConclusionCombined with the latent structure analysis of the association rule, the syndrome differentiation model for POP with kidney yang deficiency could be constructed, and the model shows a good quantitative identification effect, which can provide methodological supports for clinicians to improve the efficiency and accuracy of TCM diagnosis.
3.Preliminary exploration on operation process for autologous ozonized blood transfusion
Jianjun WU ; Yan BAI ; Yanli BAI ; Zhanshan ZHA ; Jing CHEN ; Yahan FAN ; Jiwu GONG ; Shouyong HUN ; Hongbing LI ; Zhongjun LI ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Jiubo LIU ; Jingling LUO ; Xianjun MA ; Deying MENG ; Shijie MU ; Mei QIN ; Hui WANG ; Haiyan WANG ; Qiushi WANG ; Quanli WANG ; Xiaoning WANG ; Yongjun WANG ; Changsong WU ; Lin WU ; Jue XIE ; Pu XU ; Liying XU ; Mingchia YANG ; Yongtao YANG ; Yang YU ; Zebo YU ; Juan ZHANG ; Xiaoyu ZHOU ; Xuelian ZHOU ; Shuming ZHAO
Chinese Journal of Blood Transfusion 2023;36(2):95-100
Autologous ozonized blood transfusion(AOBT) is a therapy of re-transfusion of 100-200 mL of autologous blood after shaking and agitation with appropriate amount of oxygen-ozone in vitro. The oxidation of blood through the strong oxidation of ozone can enhance the non-specific immune response of the body, regulate the internal environment and promote health. This therapy has been increasingly applied in clinical practice, while no unified standard for the operation process in terms of ozone concentration, treatment frequency and treatment course had been established. This operation process of AOBT is primarily explored in order to standardize the operation process and ensure its safety and efficacy.
4.Meta-analysis on Xixian Tongshuan Capsules/Pills combined with western medicine in treating cerebral infarction
Yuqian JIANG ; Linglin ZHANG ; Xinfu LIAN ; Xiantao LI ; Rong XIE ; Yongjun BAI
International Journal of Traditional Chinese Medicine 2023;45(6):755-759
Objective:To systematically evaluate the clinical efficacy and safety of Xixian Tongshuan Capsules/Pills combined with Western medicine in treating cerebral infarction.Methods:All RCTs about Xixian Tongshuan Capsules/Pills combined with Western medicine in treating cerebral infarction were retrieved from CNKI, Wanfang Database, VIP database, PubMed and CBM. The search period was from the database establishment to December 31, 2021. Two researchers independently extracted the basic literature data and evaluated the methodological quality, then used RevMan5.4 software for meta-analysis.Results:Totally 9 articles were included, involving a total of 988 patients, including 505 cases in the observation group and 483 cases in the control group. Meta-analysis showed that the total effective rate of Xixian Tongshuan Capsules/Pills combined with Western medicine in treating cerebral infarction was higher than that of conventional Western medicine [ RR=1.20, 95% CI (1.13, 1.27), P<0.05]. At the same time, the effect of NIHSS score, Barthel score and FIB were better than those of conventional Western medicine [respectively: MD=-3.21, 95% CI (-4.45, -1.97), P<0.05; MD=11.83, 95% CI (10.66, 13.00), P<0.05; MD=-0.95, 95% CI (-1.36, -0.54), P<0.05]. After treatment with Xixian Tongshuan Capsules/Pills combined with Western medicine, the adverse reactions mainly included dizziness, nausea, indigestion, rash, facial blushing, etc. There was no statistically significant difference in safety between the two groups [ RR=1.50, 95% CI (0.75, 3.01), P>0.05]. Conclusions:Under the treatment of conventional Western medicine, the addition of Xixian Tongshuan Capsules/Pills can improve the clinical efficacy of cerebral infarction treatment, effectively improve the symptoms of neurological impairment, improve the ability of daily life, and promote the prognosis and recovery, and without increasing the incidence of adverse reactions. However, large sample and high quality studies are still needed to support the conclusion.
5.Analysis of polysomnographic monitoring results of 523 children in a tertiary hospital in Gansu province
Tingting ZHANG ; Yongjun WANG ; Shuying WANG ; Hanyi LI ; Xinmei ZHANG ; Zhongtao WANG ; Xiang BAI ; Yuan HUO ; Yongsheng SHI
Chinese Pediatric Emergency Medicine 2021;28(12):1089-1093
Objective:To analyze the results of polysomnography(PSG) in 523 children, and explore the sleep monitoring results and related influencing factors of obstructive sleep apnea hypopnea syndrome(OSAHS).Methods:The PSG monitoring results of children with OSAHS and non-OSAHS were analyzed for children aging from 0 to 16 years old, who were monitored at Sleep Medicine Center of Gansu Maternal and Child Health Hospital from January 2014 to December 2019.Results:A total of 523 children underwent PSG monitoring during the past 5 years.The male to female ratio was 1∶0.47, of which 66.9%(350/523)were children with OSAHS.The average proportion of rapid eye movement sleep was 1.95%(7.7/394). The height of non-OSAHS group was significantly higher than that of OSAHS group[(108.72±16.39)cm vs.(104.80±16.60)cm, P=0.016]. The incidence of OSAHS decreased with age( P=0.038). The apnea index, hypopnea index, apnea hypopnea index, obstructive apnea index, microarousal index, oxygen desaturation index, mean apnea time, and longest apnea time in the OSAHS group were higher than those in the non-OSAHS group( P<0.05). And the lowest oxygen saturation and the mean oxygen saturation during sleep were lower than those in the non-OSAHS group( P<0.05). Logistic regression analysis on the clinical data of OSAHS children showed that open mouth breathing and snoring at night had significant effects on children′s OSAHS, and the differences were statistically significant( P<0.05). Conclusion:PSG is of great significance for the diagnosis of OSAHS.The more severe the degree of OSAHS, the worse severe the night sleep hypoxemia.PSG should be recommended before taking any treatment for children with sleep disorders.
6.Summary of clinical experience on tracheobronchial foreign bodies in children for 10 years
Yongjun WANG ; Wenyuan WANG ; Xiang BAI ; Hanyi LI ; Zhongtao WANG ; Haizhen WANG ; Yongsheng SHI ; Bin YI
Chinese Pediatric Emergency Medicine 2021;28(4):325-328
Objective:To investigate the clinical manifestations and characteristics of tracheobronchial foreign bodies in children, and improve the diagnosis and treatment of foreign bodies.Methods:A retrospective analysis was performed on the clinical data of children with tracheobronchial foreign bodies confirmed by fiberoptic bronchoscopy between January 2010 to December 2019.The children with tracheobronchial foreign body who were treated in the Maternal and Child Health Hospital of Gansu Province.Results:A total of 967 cases were operated by soft electronic bronchoscope, and foreign bodies were removed by means of foreign body forceps or nets.Among them, 19 cases(3 cases with subglottic foreign bodies, one with row of pins, and the rest 15 cases with foreign bodies completely wrapped by granulation)were not removed, two cases were spontaneously coughed, and 946 cases (97.8%)were removed.Bronchial foreign bodies in children were more common in boys, with the ratio of male to female being 2.14∶1.The main age of onset was 1-3 years old(88.8%). The incidence was slightly higher in rural areas than that in urban areas(46.5% in urban areas, 53.5% in rural areas). Foreign bodies were inhaled most in March and least in June.From the perspective of season, winter and spring were more than summer and autumn.The foreign body types inhaled were mainly exogenous plant foreign body, accounting for 93.0%, among which peanut(31.7%)and melon seeds(19.2%)were the most common.The duration of foreign body inhalation was up to 347 cases(35.9%)in 1-3 days.There were 501 cases(51.8%)with endoscopic endobronchial inflammation, and 196 cases of children with varying degrees of granulomatous hyperplasia, accounting for 39.1% and 20.3% of the total.The foreign body in the right bronchus accounted for 50.0% and the left bronchus for 43.7%.There were 793 cases confirmed by imaging, with a positive rate of 81.9%, and 90.9% confirmed by CT.Conclusion:About 88.8% of tracheobronchial foreign bodies occurred in 1 to 3 years of age.The occurrence of foreign bodies had obvious gender, urban-rural and seasonal distribution characteristics, and more cases were male, in rural and winter as well as spring.
7.The present situation of clinical application management and assessment of medical technology in China
Xia LIN ; Fei BAI ; Lanting LYU ; Dun JIN ; Yongjun TENG ; Xuecheng GAO
Chinese Journal of Hospital Administration 2020;36(2):99-102
New " management measures and regulations for medical technology clinical use and research" was officially implemented on November 1, 2018. Under the background of the adjustment of the national medical technology clinical application management system, the authors collected and analyzed the research on the clinical application management and evaluation of medical technology from 30 tertiary public hospitals in 8 provinces, as well as other data, summarized the current status and problems, attempted to provide reference for the optimization and system construction of medical technology management and evaluation system in China.
8.Practice of improving the management quality of critical care medicine based on informatization
Sizhe LONG ; Yongjun LIU ; Yuanming MO ; Liping BAI ; Yi WANG ; Li′an LI ; Jianfeng WU ; Wujun ZHANG
Chinese Journal of Hospital Administration 2020;36(9):742-746
Informatization plays an important role in the management of clinical diagnosis and treatment. However, due to the specialty of the discipline, the informatization construction of critical care medicine(CCM)is faced with such problems as the inefficient application of data, the low compliance of diagnosis and treatment operation, and the lack of intelligent quality control tools. The authors discussed the new mode of CCM information management based on data driven. By upgrading clinical information system, establishing single disease control system, introducing comprehensive intelligent analysis platform and building open remote platform, the bottleneck of CCM informatization was broken. The information collection and interaction in ICU was realized, the automatic monitoring and early warning of diagnosis and treatment process was realized, the operation of medical staff according to the guidelines was effectively improved, and the ability of diagnosis and treatment and management efficiency was improved.Furthermore, the homogenization of regional critical medical information could be promoted.
9.The research progress of circRNA in the cardiovascular disease
LEI Kexin ; BAI Hetian ; LI Tao ; QIAN Yongjun
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2019;26(10):1021-1025
Circular RNA (circRNA) is a non-coding RNA which exists widely in eukaryotic cells with a structure of covalently closed continuous loop. Its generation, characteristics and functions have received extensive attention, making it one of the hot spots in the field of non-coding RNA research. Many studies have found that circRNA plays an important role in the development of various diseases including cardiovascular disease, nervous system disease and cancer. Cardiovascular disease is a worldwide common disease with high incidence and poor prognosis. Its exact pathogenesis has not been found, which blocks the development of cardiovascular disease treatment. In this review, we summarize the loop-forming mechanisms, the functions and the progress of current researches of circRNA in cardiovascular diseases.
10.Study on new medical technology access index system for tertiary public hospitals
Xia LIN ; Lanting LYU ; Dun JIN ; Yongjun TENG ; Na LI ; Fei BAI
Chinese Journal of Hospital Administration 2019;35(5):384-387
Objective To establish a scientific and comprehensive evaluation index for new technology access in tertiary public hospital, so as to provide a tool for new technology access management system and scientific basis for decision-making. Methods This study collected data from eight provinces nationwide including 30 tertiary public hospital based new technology access application, catalogued dimensions of application. It also referred to the European Union, Denmark, Canada and other countries in forming the hospital health technology assessment form, along with two rounds of Delphi expert consultation. Results The new medical technology access index system of China′s tertiary public hospitals was preliminarily formed, including 5 first-level indexes and 24 level-2 indexes. Conclusions The two rounds of expert advice have a high degree of consistency, indicating that the indicators are in line with the actual situation of hospital management in China, yet with rooms of constant improvement in practice.

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