1.Construction of a machine learning model for identifying clinical high-risk carotid plaques based on radiomics
Xiaohui WANG ; Xiaoshuo LÜ ; ; Zhan LIU ; Yanan ZHEN ; Fan LIN ; Xia ZHENG ; Xiaopeng LIU ; Guang SUN ; Jianyan WEN ; Zhidong YE ; Peng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(01):24-34
Objective To construct a radiomics model for identifying clinical high-risk carotid plaques. Methods A retrospective analysis was conducted on patients with carotid artery stenosis in China-Japan Friendship Hospital from December 2016 to June 2022. The patients were classified as a clinical high-risk carotid plaque group and a clinical low-risk carotid plaque group according to the occurrence of stroke, transient ischemic attack and other cerebrovascular clinical symptoms within six months. Six machine learning models including eXtreme Gradient Boosting, support vector machine, Gaussian Naive Bayesian, logical regression, K-nearest neighbors and artificial neural network were established. We also constructed a joint predictive model combined with logistic regression analysis of clinical risk factors. Results Finally 652 patients were collected, including 427 males and 225 females, with an average age of 68.2 years. The results showed that the prediction ability of eXtreme Gradient Boosting was the best among the six machine learning models, and the area under the curve (AUC) in validation dataset was 0.751. At the same time, the AUC of eXtreme Gradient Boosting joint prediction model established by clinical data and carotid artery imaging data validation dataset was 0.823. Conclusion Radiomics features combined with clinical feature model can effectively identify clinical high-risk carotid plaques.
2.Preliminary exploration of the pharmacological effects and mechanisms of icaritin in regulating macrophage polarization for the treatment of intrahepatic cholangiocarcinoma
Jing-wen WANG ; Zhen LI ; Xiu-qin HUANG ; Zi-jing XU ; Jia-hao GENG ; Yan-yu XU ; Tian-yi LIANG ; Xiao-yan ZHAN ; Li-ping KANG ; Jia-bo WANG ; Xin-hua SONG
Acta Pharmaceutica Sinica 2024;59(8):2227-2236
The incidence of intrahepatic cholangiocarcinoma (ICC) continues to rise, and there are no effective drugs to treat it. The immune microenvironment plays an important role in the development of ICC and is currently a research hotspot. Icaritin (ICA) is an innovative traditional Chinese medicine for the treatment of advanced hepatocellular carcinoma. It is considered to have potential immunoregulatory and anti-tumor effects, which is potentially consistent with the understanding of "Fuzheng" in the treatment of tumor in traditional Chinese medicine. However, whether ICA can be used to treat ICC has not been reported. Therefore, in this study, sgp19/kRas, an
3.Clinical effect of allogeneic peroneal bone marrow support combined with plate fixation for the treatment of Neer type Ⅳ proximal humeral fractures
Zhen-Guo SUN ; Zhan-Feng ZHANG ; Wen-Lin HU ; Zeng-Bing XIA
China Journal of Orthopaedics and Traumatology 2024;37(3):288-292
Objective To explore clinical effect of allogeneic peroneal bone marrow support combined with plate internal fixation in treating Neer type Ⅳ proximal humeral fractures.Methods From December 2017 to December 2020,12 patients with Neer type Ⅳ proximal humeral fractures were treated with allogeneic peroneal bone marrow support combined with plate internal fixation,including 7 males and 5 females,aged from 56 to 78 years old;the time from injury to operation ranged from 1 to7 days.Operative time,fracture healing time and complications during follow-up were observed,and clinical efficacy was e-valuated by Constant-Murley score at the latest follow-up.Results All patients were obtained follow up for 20 to 29 months.All patients got bone healing and incisicons were healed at stage Ⅰ,operative time ranged from 95 to 138 min,blood loss ranged from 210 to 275 ml,fracture healing time ranged from 14 to 18 weeks.Two patients occurred postoperative shoulder stiffness and recovered after 2 weeks of passive exercise.There were no complications such as infection,poor wound healing,and fail-ure(fracture and loosening)of internal fixators occurred.Constant-Murley shoulder function score ranged from 69 to 89 at the latest follow up,2 patients got excellent results,9 good and 1 fair.Conclusion The application of allogeneic fibular bone mar-row placement could provide effective support for medial humerus,which is conducive to assisting reduction of fracture end,re-ducing occurrence of internal fixation failure caused by collapse of humerus head and screw perforation,and significantly im-proving function of shoulder joint.
4.Analysis of preoperative risk factors for prolonged mechanical ventilation after pulmonary thromboendarterectomy
Xiaohui WANG ; Zhan LIU ; Zhaohua ZHANG ; Yanan ZHEN ; Fan LIN ; Xia ZHENG ; Xiaopeng LIU ; Guang SUN ; Jianyan WEN ; Zhidong YE ; Peng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2023;30(10):1452-1457
Objective To identify the preoperative risk factors for prolonged mechanical ventilation (PMV) after pulmonary thromboendarterectomy (PTE). Methods The clinical data of patients who underwent PTE from December 2016 to August 2021 in our hospital were retrospectively analyzed. The patients were divided into two groups according to the postoperative mechanical ventilation time, including a postoperative mechanical ventilation time≤48 h group (≤48 h group) and a postoperative mechanical ventilation time>48 h (PMV) group (>48 h group). Univariable and logistic regression analysis were used to identify the preoperative risk factors for postoperative PMV. Results Totally, 90 patients were enrolled in this study. There were 40 patients in the ≤48 h group, including 30 males and 10 females, with a mean age of 45.48±12.72 years, and there were 50 patients in the >48 h group, including 29 males and 21 females, with a mean age of 55.50±10.42 years. The results showed that in the ≤48 h group, the median postoperative ICU stay was 3.0 days, and the median postoperative hospital stay was 15.0 days; in the >48 h group, the median postoperative ICU stay was 7.0 days, and the median postoperative hospital stay was 20.0 days. The postoperative PMV was significantly correlated with tricuspid annular plane systolic excursion (TAPSE) [OR=0.839, 95%CI (0.716, 0.983), P=0.030], age [OR=1.082, 95%CI (1.034, 1.132), P=0.001] and pulmonary vascular resistance (PVR) [OR=1.001, 95%CI (1.000, 1.003), P=0.028]. Conclusion Age and PVR are the preoperative risk factors for PMV after PTE, and TAPSE is the preoperative protective factor for PMV after PTE.
5.Taste masking pharmaceutical excipients and their applications
Xiang-an-ni KONG ; Lei ZHAO ; Wen-zhen ZHAN ; Yu-xuan LI ; Chang LI ; Jia-sheng TU ; Chun-meng SUN
Acta Pharmaceutica Sinica 2023;58(11):3179-3184
The taste of drugs has an important impact on the compliance of patients, but most of the active drug ingredients have an uncomfortable taste, especially traditional Chinese medicine. Through a variety of pharmaceutical excipients with taste masking properties combined with corresponding technologies can improve the taste of drugs and the characteristics of other dosage forms, so as to improve patient compliance. Here, we mainly summarize the auxiliary materials used for taste masking, explain the mechanism of taste masking from the point of view of excipients and introduces related uses, so as to provide reference for further research on taste masking of pediatric preparations.
6.Herbal Textual Research on Mori in Famous Classical Formulas
Wen-min DU ; Zhi-lai ZHAN ; Jing-qiong WAN ; Tian-yue LIAO ; Hui JIANG ; Zhao-yong ZHOU ; Zhen OUYANG
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):11-21
Through consulting the ancient herbs, medical books and modern literature, this paper made textual research on the name, origin, producing area, quality evaluation, collection and processing of medicinal materials of Sang (Mori Folium, Mori Cortex, Mori Ramulus, Mori Fructus) in famous classical formulas, in order to provide a basis for the development of famous classical formulas containing medicinal materials of Sang. According to the research, Mori Folium and Mori Cortex were first used as medicines in Shengnong Bencaojing , Mori Ramulus was first used as medicine in Jinxiaofang, and Mori Fructus was first used as medicine in Xinxiu Bencao. Before the Tang dynasty, there were Nyusang and Shansang. Since Tang dynasty, there were many sources of medicinal materials of Sang, including Baisang (Morus alba), Jisang (M. australis), Shansang (M. mongolica), etc. According to textual research, the mainstream varieties were M. australis, M. alba and their cultivated varieties. In modern times, according to the relevant information and the Chinese Pharmacopoeia, M. alba is the original base. In ancient times, the origin of mulberry changed with the development of sericulture, mulberry has been widely planted since the Song dynasty. In the Ming and Qing dynasties, mulberry has been planted most in Jiangsu and Zhejiang. In modern times, they are mainly produced in Jiangsu, Zhejiang, Anhui, Hunan and other places. In recent years, due to the related policies and strategies such as "moving silkworms from east to west", the center of silkworm breeding has gradually transferred to the west. As for the quality evaluation and harvesting and processing of mulberry medicinal materials, Most of the ancient and modern records of Mori Folium are the same. They are harvested after frost, and dried after removing impurities. The quality is better when the leaves are large and thick, yellowish green, holding prickly hands and undergoing frost. The harvesting period of Mori Cortex is slightly different in ancient and modern records. Ancient books record that it can be harvested all the year round, but in modern times, it is mostly harvested from late autumn to the next spring. The processing methods include removing soil and fibrous roots, scraping off yellow-brown rough skin, peeling off white skin and drying in the sun. The quality is better when they are white, thick, flexible, free of rough skin and full of powder. There are few records about the collection, processing and quality evaluation of Mori Ramulus and Mori Fructus in ancient Chinese herbal books. According to modern literature, Mori Ramulus is usually collected in late spring and early summer, with leaves removed, slightly dried, sliced while fresh, and dried in the sun. The best quality of Mori Ramulus is fine and tender with the yellow and white section. Mori Fructus is harvested from April to June when the fruit turns red, and dried in the sun, or slightly steamed and dried in the sun, and it is better to be big, dark purple, oily and thick. There are many processing methods of mulberry medicinal materials. Ancient books record stir frying, baking, burning and steaming of Mori Folium, in modern times, there is honey-roasted method, but most of them are used as raw products. In ancient materia medica, Mori Cortex has firing method, baking method, stir-frying method, honey-fried method, etc. In modern times, there are stir-fried and honey-fried methods, and most of them are used as raw products. Ancient books record that Mori Ramulus has cutting and frying methods, while modern ones have cutting, frying, wine-processed and bran-processed methods. Processing methods of Mori Fructus are consistent in ancient and modern times, and they are mostly dried after being cleaned or steamed. Based on the research results, it is suggested that M. alba should be selected as mulberry medicinal materials in the famous classical formulas, and appropriate medicinal parts and processing methods can be selected according to the indications of the famous classical formulas.
7.Herbal Textual Research on Menthae Haplocalycis Herba in Famous Classical Formulas
Hui JIANG ; Tian-yue LIAO ; Jing-qiong WAN ; Jin XU ; Wen-min DU ; Zhi-lai ZHAN ; Zhen OUYANG
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):150-158
In this paper, the name, origin, producing area and other aspects of Menthae Haplocalycis Herba in the famous classical formulas were carried out by consulting herbal literature, medical books, prescription books in the past dynasties and related modern documents. Through the textual research, it can be seen that the name of Bohe was used as the correct name in the mainstream of the past dynasties, and there were still multiple synonyms, most of which originated from the false transmission of dialectal accent, producing area and efficacy. There are many varieties recorded in the literature of the past dynasties such as Bohe, Longnao Bohe, Hubohe and Shibohe. According to the textual research, Bohe, Longnao Bohe and Yebohe are consistent with Mentha haplocalyx, whcih is the mainstream variety. Longnao Bohe is named for its form of producing area, Shibohe is Mosla chinensis, Daye Bohe is Agastache rugosa, and Nanbohe is M. crispata. Menthae Haplocalycis Herba has been widely planted since Tang dynasty. It was mainly grown in Jiangsu, Zhejiang, Jiangxi and Sichuan in Ming and Qing dynasties, and Jiangsu is the genuine production area. Its quality is best if it has dry body, no roots, many leaves, green color and strong smell. In ancient times, the stems and leaves of Menthae Haplocalycis Herba were often picked and dried in summer and autumn, which is basically the same as the records of modern times when the stems and leaves are luxuriant in summer and autumn, or when the flowers bloom to three rounds, they are picked in sunny days and cut in different times, and then dried in the sun or in the shade, and the raw products was often used as medicine in ancient and modern times. Before the Song dynasty, Menthae Haplocalycis Herba was recorded as pungent and warm. Until the Song dynasty, it was written as “extremely cool” in Lyuchanyan Bencao. It may have been thought in the early stage that it was similar to several warm herbs, such as Perilla frutescens, Stachys japonica, Elsholtzia ciliata and M. chinensis in appearance, all of which have the function of Xinsan, so it was recorded as warm. Since the Qing dynasty, Menthae Haplocalycis Herba has been recorded as cool property in the mainstream materia medica, Menthae Haplocalycis Herba recorded as pungent and cool in the 2020 edition of Chinese Pharmacopoeia, and its effect is to dissipate wind heat, clear the head, relieve the pharynx and so on, the records of efficacy in ancient and modern times are basically the same. Based on the research results, it is suggested that raw products of M. haplocalyx should be selected when developing the famous classical formulas containing Menthae Haplocalycis Herba.
8.Herbal Textual Research on Morindae Officinalis Radix in Famous Classical Formulas
Zhen-ning WU ; Ling-ling YAO ; Wen-lan LI ; Zhi-lai ZHAN ; Tian-dong LIN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):176-183
By consulting ancient herbal medicines, medical and prescription books, combined with modern documents, the textual research of Morindae Officinalis Radix has been conducted to verify the name, origin, changes in production areas, quality evaluation, harvesting, and processing methods, so as to provide reference and basis for the development and utilization of the famous classical formulas. After textual research, the production areas of Morindae Officinalis Radix has experienced great changes from north to south in history. The original plants involve 11 families, 14 genera and 21 species, and the mainstream varieties in ancient times were Damnacanthus officinarum and D. indicus, and the basis of Morindae Officinalis Radix in modern times has changed into the dry roots of Morinda officinalis produced in Guangdong province and other places. The medicinal parts of Morindae Officinalis Radix in ancient and modern times are all roots, and the quality is better if it has many beads, thick flesh, and purple color. Ancient medical books recorded that it was usually harvested in February and August, dried in the shade, and used to remove the wood core. And the modern harvesting and processing method is to dig throughout the year, first remove the fibrous roots, dry in the sun until 60%-70% dry, gently beat flatten and dry in the sun. The processing methods of the past dynasties are mainly salt-, vinegar-, wine-processed, etc. Based on the systematic research of Morindae Officinalis Radix, from the perspective of clinical experience and safety and effectiveness, it is recommended that the famous classical formulas should be developed from the mainstream variety since modern times, namely Morindae Officinalis Radix.
9.Machine learning-based radiomics model for risk stratification of severe asymptomatic carotid stenosis
Zhan LIU ; Xiaopeng LIU ; Min LIU ; Yanan ZHEN ; Xia ZHENG ; Jianyan WEN ; Zhidong YE ; Peng LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2022;29(10):1270-1276
Objective To explore the utility of machine learning-based radiomics models for risk stratification of severe asymptomatic carotid stenosis (ACS). Methods The clinical data and head and neck CT angiography images of 188 patients with severe carotid artery stenosis at the Department of Cardiovascular Surgery, China-Japan Friendship Hospital from 2017 to 2021 were retrospectively collected. The patients were randomly divided into a training set (n=131, including 107 males and 24 females aged 68±8 years), and a validation set (n=57, including 50 males and 7 females aged 67±8 years). The volume of interest was manually outlined layer by layer along the edge of the carotid plaque on cross-section. Radiomics features were extracted using the Pyradiomics package of Python software. Intraclass and interclass correlation coefficient analysis, redundancy analysis, and least absolute shrinkage and selection operator regression analysis were used for feature selection. The selected radiomics features were constructed into a predictive model using 6 different supervised machine learning algorithms: logistic regression, decision tree, random forest, support vector machine, naive Bayes, and K nearest neighbor. The diagnostic efficacy of each prediction model was compared using the receiver operating characteristic (ROC) curve and the area under the curve (AUC), which were validated in the validation set. Calibration and clinical usefulness of the prediction model were evaluated using calibration curve and decision curve analysis (DCA). Results Four radiomics features were finally selected based on the training set for the construction of a predictive model. Among the 6 machine learning models, the logistic regression model exhibited higher and more stable diagnostic efficacy, with an AUC of 0.872, a sensitivity of 100.0%, and a specificity of 66.2% in the training set; the AUC, sensitivity and specificity in the validation set were 0.867, 83.3% and 78.8%, respectively. The calibration curve and DCA showed that the logistic regression model had good calibration and clinical usefulness. Conclusion The machine learning-based radiomics model shows application value in the risk stratification of patients with severe ACS.
10. The gene knockout of ATlaR improves insulin resistance induced by high-fat diet in rats
Wen-Juan SHI ; Xue-Jiao WANG ; Zhan-Dong LEI ; Wan-Zhen SU ; Yi-Chao ZHANG ; Xiang-Ying JIAO
Chinese Pharmacological Bulletin 2022;38(8):1190-1195
Aim To explore the role of angiotensin U type 1 a reeeptor ( AT 1 aR ) , an important component of HAS, in obesity-induced insulin resistance.Methods Wild type ( WT) and ATlaR gene knockout (ATlaR ) SD rats were fed with normal diet and 60% high-fat diet for 12 weeks, respectively.After 12 weeks, blood was collected from the abdominal aorta of rats to obtain serum, and the serum insulin level was measured by ELISA.The epididvmal adipose tissue was obtained, and gene expressions of peroxisome pro- liferator-activated receptor -y ( PPAR7) and sterol reg¬ulator}' element binding protein lc (SREBP-lc) in ad¬ipose tissue were detected by RT-PCR method.The protein expressions of insulin signaling pathway and protein kinase C (PKC) in adipose tissue were detec¬ted by Western blot.Results ATI aR knockout signif¬icantly reduced HOMA-IR and improved insulin resist¬ance induced by high-fat diet.In ATlaR rats fed with high-fat, the protein expressions of insulin signa¬ling pathway were much higher than those of WT rats, indicating that ATlaR gene knockout improved the in¬sulin signaling pathway in high-fat diet.In addition, the PKCa, PKCe and PKCr| expressions of ATlaR rats were significantly lower than those of WT rats.And the gene expressions of PPAR-y and SREBP-lc, which promoted adipogenic differentiation, significantly increased in ATlaR rats fed with a high-fat diet, demonstrating that ATlaR knockout promoted adipo¬genic differentiation.Conclusions ATlaR knockout significantly improves high-fat diet induced 1R by en¬hancing protein expressions of insulin signaling path¬way, inhibiting PKC expression and promoting adipo¬genic differentiation.

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