Identification of Kidney-Yang Deficiency Syndrome in Osteoporosis Patients Based on Rule Ensemble Method of Bagging Combining LASSO Regression / 中国实验方剂学杂志

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.

Research Progress in the Effects of Psychological Factors in Functional Gastrointestinal Disease and TCM Intervention / 中国中医药信息杂志

Functional gastrointestinal disease is a group of clinical syndrome of non-organic disease. Its various clinical symptoms have a certain specificity and overlap phenomenon, and the mechanism is not clear. TCM believes thatphychological factorsare an important cause. Emotion failurecan effect spleen and stomach functionthrough liver and heart directly or indirectly.At present, the phychological factors and the relationship between functional gastrointestinal disease are getting attentiongradually. It is recognized that the mechanism of phychological factorsmay be related to brain axis dysfunction, mast cell activation, intestinal flora and so on. This article expounded the above-mentioned mechanism and reviewed the detailed TCM intervention measures to functional gastrointestinal disease in recent years.

Correlation between Dysbiosis of Intestinal Microbiota and Dysregulation of Brain-gut Axis in Irritable Bowel ;Syndrome / 胃肠病学

Irritable bowel syndrome( IBS)is a common functional gastrointestinal disease,relevant investigations on pathogenesis of IBS mainly focus on genetic susceptibility, social psychological stress, visceral hypersensitivity, dysregulation of brain-gut axis,dysbiosis of intestinal flora,and dysimmunity of intestinal mucosa. This article reviewed the correlation between dysbiosis of intestinal microbiota and dysregulation of brain-gut axis in IBS.