1.Machine learning models based on ultrasonic texture features of coronary artery for predicting incomplete Kawasaki disease in children
Yixiang LIN ; Juncheng NI ; Chi ZHANG ; Mulin SU ; Yi WU ; Qiuqin XU
Chinese Journal of Medical Imaging Technology 2025;41(7):1091-1096
Objective To explore the value of machine learning(ML)models based on ultrasonic texture features(TF)of coronary artery for predicting incomplete Kawasaki disease(IKD)in children.Methods Forty-eight children with IKD and 48 children without KD(non-KD)were enrolled with propensity score matching and divided into training set(n=67,34 cases of IKD and 33 cases of non-KD)and test set(n=29,14 of IKD and 15 of non-KD)at the ratio of 7∶3.Based on clinic-laboratory indicators(C-L)in training set and TF obtained with texture analysis of coronary artery ultrasound images,the optimal C-L-related features and TF were selected.Based on the optimal C-L correlated features,TF and their combinations,6 ML models,including random forest(RF),support vector machine(SVM),logistic regression(LR),gradient boosting decision tree(GBDT),decision tree(DT)and eXtreme gradient boosting(XGBoost)were respectively constructed for predicting IKD in children.The models were then trained in training set and validated in test set,and the best C-L ML,TF ML and C-L-TF ML models were selected.The area under the curve(AUC)of the best ML models were compared,and the clinical value of the best TF ML model was observed with decision curve analysis(DCA).Results Totally 3 optimal C-L related features and 8 optimal TF were selected.Among the constructed C-L ML,TF ML and C-L-TF ML models,C-L-LR model,TF-LR model and C-L-TF-SVM model were the optimal ones,with AUC in training set of 0.891,0.985 and 0.965,while in test set of 0.676,0.971 and 0.948,respectively.No significant difference of AUC was found between TF-LR model and C-L-TF-SVM model in both training set and test set(both P>0.05),which were both greater than those of C-L-LR model(all P<0.05).TF-LR model achieved higher clinical benefits in both training set and test set.Conclusion Ultrasound TF-LR model of coronary artery could be used to effectively predict IKD in children.
2.Machine learning models based on ultrasonic texture features of coronary artery for predicting incomplete Kawasaki disease in children
Yixiang LIN ; Juncheng NI ; Chi ZHANG ; Mulin SU ; Yi WU ; Qiuqin XU
Chinese Journal of Medical Imaging Technology 2025;41(7):1091-1096
Objective To explore the value of machine learning(ML)models based on ultrasonic texture features(TF)of coronary artery for predicting incomplete Kawasaki disease(IKD)in children.Methods Forty-eight children with IKD and 48 children without KD(non-KD)were enrolled with propensity score matching and divided into training set(n=67,34 cases of IKD and 33 cases of non-KD)and test set(n=29,14 of IKD and 15 of non-KD)at the ratio of 7∶3.Based on clinic-laboratory indicators(C-L)in training set and TF obtained with texture analysis of coronary artery ultrasound images,the optimal C-L-related features and TF were selected.Based on the optimal C-L correlated features,TF and their combinations,6 ML models,including random forest(RF),support vector machine(SVM),logistic regression(LR),gradient boosting decision tree(GBDT),decision tree(DT)and eXtreme gradient boosting(XGBoost)were respectively constructed for predicting IKD in children.The models were then trained in training set and validated in test set,and the best C-L ML,TF ML and C-L-TF ML models were selected.The area under the curve(AUC)of the best ML models were compared,and the clinical value of the best TF ML model was observed with decision curve analysis(DCA).Results Totally 3 optimal C-L related features and 8 optimal TF were selected.Among the constructed C-L ML,TF ML and C-L-TF ML models,C-L-LR model,TF-LR model and C-L-TF-SVM model were the optimal ones,with AUC in training set of 0.891,0.985 and 0.965,while in test set of 0.676,0.971 and 0.948,respectively.No significant difference of AUC was found between TF-LR model and C-L-TF-SVM model in both training set and test set(both P>0.05),which were both greater than those of C-L-LR model(all P<0.05).TF-LR model achieved higher clinical benefits in both training set and test set.Conclusion Ultrasound TF-LR model of coronary artery could be used to effectively predict IKD in children.
3.Researches related to pain in Parkinson's disease:a bibliometrics analysis
Mengyuan CHEN ; Qiuqin WANG ; Yuchen XU ; Jie LIU ; Xinyue ZHANG ; Juping CHEN ; Guihua XU
Chinese Journal of Rehabilitation Theory and Practice 2024;30(7):797-803
Objective To analyze the hotspots and frontiers of researches related to pain in Parkinson's disease. Methods The literatures on pain in Parkinson's disease were retrieved from CNKI,VIP,Wanfang data,CBM and Web of Science Core Collection from inception to November,2023,and were analyzed with CiteSpace 6.1.R6. Results A total of 926 literatures were included with 293 in Chinese and 633 in English,respectively.Chinese high-fre-quency keywords were quality of life,sleep disorders and depression,while English high-frequency keywords were nonmotor symptom,quality of life and levodopa.The latest bursting word in Chinese was pathogenesis,while the latest bursting words in English were exercise and management. Conclusion Number of researches related to pain in Parkinson's disease is gradually rising,and the characteristics,patho-genesis,quality of life,rehabilitation interventions and clinical efficacy have become research hotspots.The mechanism of pain in Parkinson's disease and rehabilitation management program will be the main research top-ics in the future.
4.The role of myocardial work parameters in early identification of myocardial injury in neonatal asphyxia
Xinlu HU ; Guihua WU ; Qiuqin XU ; Huiyun CHEN ; Cui HOU ; Bin SUN ; Bing HAN ; Tao PAN
Chinese Journal of Neonatology 2023;38(8):471-477
Objective:To study the role of myocardial work parameters in early identification of myocardial injury in neonatal asphyxia.Methods:From July 2020 to December 2021, neonates diagnosed with mild neonatal asphyxia admitted to the Department of Neonatology of our hospital within 24 h after birth were prospectively enrolled into the asphyxia group. Neonates without asphyxia during the same period were selected as the control group and matched with the asphyxia group for gender, gestational age and birth weight at a ratio of 1:1~1:2. The asphyxia group was subgrouped into preterm asphyxia group and term asphyxia group. All neonates received echocardiography within 24 h after birth. Multiple parameters were measured including M-mode, two-dimensional image, Doppler image, global longitudinal strain (GLS) and myocardial work parameters [global work index (GWI), global constructive work (GCW), global wasted work (GWW), global work efficiency (GWE)]. The level of serum N-terminal pro brain natriuretic peptide (NT-proBNP) was recorded in the asphyxia group. The data were compared between the asphyxia group and the control group. Correlations between myocardial work parameters and other parameters were analyzed.Results:A total of 33 cases were in the asphyxia group and 43 cases were in the control group. The preterm asphyxia group (18 cases) showed significantly lower GWI and GCW than the preterm control group (18 cases) [GWI: (702±153) mmHg vs. (879±205) mmHg, GCW: (1 016±221) mmHg vs. (1 200±271) mmHg] ( P<0.05). No differences existed in GLS, GWW and GWE. The term asphyxia group (15 cases) showed significantly lower GWW than the term control group (25 cases) [45.0 (30.0, 65.0) mmHg vs. 71.0 (35.5,85.5) mmHg] ( P<0.05). No differences existed in GLS, GWI, GCW and GWE. GWI was negatively correlated with serum NT-proBNP level ( r=-0.327, P<0.05). Conclusions:GWI and GCW may indicate myocardial injury in preterm neonates with mild asphyxia.
5.Evaluation of Neonatal Left Ventricular Myocardial Contraction via Two-Dimensional Speckle Tracking Imaging
Cui HOU ; Qiuqin XU ; Qingqing LI ; Xinlu HU ; Hui WANG ; Yueyue DING
Chinese Journal of Medical Imaging 2023;31(12):1274-1279,1281
Purpose To use two-dimensional speckle tracking imaging(2D-STI)to evaluate left ventricular myocardial strain in term and preterm neonates.Materials and Methods A total of 81 neonates who accepted echocardiography in Soochow University Affiliated Children's Hospital from February to August 2018 were retrospectively enrolled,including 42 term neonates and 39 preterm neonates.Longitudinal and circumferential peak strain of each segment of left ventricle were measured by 2D-STI,and the average global longitudinal peak strain(GLPS-avg)and the average global circumferential peak strain(GCPS-avg)of left ventricular were measured too.Left ventricular ejection fraction(LVEF-M,LVEF-Simpson),short-axis shortening rate(LVFS-M),left ventricular end-diastolic diameter(LVEDD),and tissue Doppler imaging parameters(E',A' and E'/A')of the septal mitral annulus were also measured.The differences in each segment of left ventricle and echocardiography between term neonates and preterm neonate were further compared.Results There were statistically significant differences in GLPS-avg,the global longitudinal peak strain from the apical two-chamber view(GLPS-a2c),GCPS-avg and the global circumferential peak strain in the middle and apical segments(GCPS-M ang GCPS-A)(t=-3.60--2.18,all P<0.05)between term neonates and preterm neonates,while there were no significant differences between the global longitudinal peak strain from the apical four-chamber and three-chamber view(GLPS-a4c and GLPS-a3c),the global circumferential peak strain in the basal segments(GCPS-M)(all P>0.05).There were statistically significant differences in GLPS-a4c,GLPS-a2c,GLPS-a3c in preterm neonates group(F=3.20,P=0.044),and the strain value GLPS-a4c was the highest.There were statistically significant differences in GCPS-B,GCPS-M,GCPS-A in preterm neonates group(F=79.15,P<0.001).There were statistically significant differences in GCPS-B,GCPS-M,GCPS-A in term neonates group(F=97.95,P<0.001),and the strain value increased from the basal segment to the apical segments.There was statistically significant difference in LVEDD between term neonates and preterm neonates(all P<0.05).There were no statistically significant differences in LVEF-M,LVEF-Simpson,LVFS-M,E',A' and E'/A' between term neonates and preterm neonates(all P>0.05).Conclusion 2D-STI may be a useful method of measuring left ventricular myocardial systolic function and can provide early detection of differences in left ventricular myocardial contraction between term and preterm neonates.
6.Clinical curative effects of scraping in the treatment of lumbar disc herniation with different syndromes
Rongrong JIANG ; Lihong CHEN ; Qiuqin WANG ; Xiaobei HAO ; Min YANG ; Qing WANG ; Hua CHEN ; Shuxia YAN ; Guihua XU ; Hongmei XU ; Bo MA
Chinese Journal of Modern Nursing 2022;28(6):770-775
Objective:To observe the clinical effect of scraping therapy on lumbar disc herniation (LDH) with different syndromes.Methods:Using the convenient sampling method, a total of 30 non-emergency LDH patients who were admitted to Department of Orthopedics and Traumatology of Yangzhou Hospital of Traditional Chinese Medicine from July 2017 to June 2018 were selected as the research objects. Among them, there were 11 cases of qi stagnation and blood stasis syndrome, 8 cases of damp-heat obstruction syndrome, 7 cases of cold-damp obstruction syndrome and 4 cases of liver and kidney deficiency syndrome. Du meridian, the bladder meridian of Foot Taiyang, as well as Jiaji (EX-B2) in pathological or painful sections, Ashi point, Shenshu (BL 23) , and Weizhong (BL 40) were mainly scraped. The treatment interval is 2~5 days (the marks of scrapping fade) , twice of scrapping as a treatment course and a total of 3 courses involved in the whole treatment. Japanese Orthopaedic Association (JOA) Score, Visual Analogue Scale (VAS) , serum interleukin-1 β (IL-1β) and interleukin-10 (IL-10) were compared before and after scraping.Results:Compared with those before scraping, the JOA score increased, the VAS decreased, the serum IL-1β content decreased and the serum IL-10 content increased after scraping, and the differences were sttaistically significant ( P<0.01) . Among them, the JOA scores of patients with qi stagnation and blood stasis syndrome and cold-damp obstruction syndrome were higher than those of damp-heat obstruction syndrome and liver-kidney deficiency syndrome, and the differences were statistically significant ( P<0.05) . The levels of serum IL-10 in patients with qi stagnation and blood stasis syndrome, damp-heat obstruction syndrome and cold-damp obstruction syndrome were higher than those in patients with liver-kidney deficiency syndrome, and the differences were statistically significant ( P<0.05) . Conclusions:The curative effect of scraping in the treatment of LDH is definite, and the curative effect is better for excessive syndromes.
7.Research progress of scraping manifestation
Rongrong JIANG ; Tao YANG ; Guihua XU ; Qiuqin WANG ; Shuxia YAN ; Hua CHEN
Chinese Journal of Modern Nursing 2021;27(9):1253-1255
The existing researches on scraping mostly focus on the observation of curative effect and preliminary attempts to explore the mechanism of action, but the research on scraping manifestation is slightly insufficient. At present, scraping manifestation studies mainly include skin appearance, skin blood perfusion, and skin temperature. These studies have laid the foundation and provided a reference for the standardization, normalization, and visualization research of scraping technology in the future. However, these studies are still in their infancy and need to be further studied.
8.Research progress on "self and mutual service" in provision for the aged in China's urban communities
Yujing CHEN ; Qiuqin WANG ; Huan DING ; Weitong LI ; Guihua XU
Chinese Journal of Modern Nursing 2019;25(5):650-652
The "self and mutual service" is a novel and diverse civil provision model for the aged. As a supplement to social resources for the aged, it is a promising in development. This article reviews the status quo of mutual provision for the aged in China's urban communities, aiming to make feasible proposals for the healthy development of China's mutual provision for the aged.
9.Effects of diaLectic nursing-oriented hybrid teaching modeL in pediatric nursing teaching in traditionaL Chinese medicine
Wenjing TU ; Guihua XU ; Ran YE ; Shuxia YAN ; Qiuqin WANG ; Jingwen LU ; YuLei SONG
Chinese Journal of Modern Nursing 2019;25(7):798-801
Objective? To expLore the effects of diaLectic nursing-oriented hybrid teaching modeL in pediatric nursing teaching in traditionaL Chinese medicine (TCM). Methods? TotaLLy 113 nursing students from 2 cLasses (midwifery) admitted in 2015 in the SchooL of Nursing, Nanjing University of Chinese Medicine were seLected by convenient sampLing. ALL the subjects were femaLe. The 2 cLasses were divided into the observation group (n=58) or the controL group (n=55) by coin tossing. Nursing students in the controL group received traditionaL teaching, whiLe nursing students in the observation group were taught with the diaLectic nursing-oriented hybrid teaching modeL. At the end of the course, the objective structured cLinicaL examination (OSCE) was used to evaLuate their diaLectic nursing abiLity; and the SeLf-Rating ScaLe of SeLf-Directed Learning (SRSSDL) was used to evaLuate their seLf-directed Learning abiLity. ResuLts? At the end of the course, the totaL score of diaLectic nursing and scores of various dimensions of the observation group were higher than those of the controL group (P> 0.05). The totaL score of seLf-directed Learning abiLity and scores of Learning awareness, Learning behavior, Learning strategy and interpersonaL skiLLs of the observation group were higher than those of the controL group (P<0.05). ConcLusions? The hybrid teaching modeL in TCM pediatric nursing teaching in universities of Chinese medicine can enhance nursing students' diaLectic nursing abiLity, heLp to cuLtivate their seLf-directed Learning abiLity and achieve the best teaching resuLts.
10.Study on traditional Chinese medicine nursing core knowledge and practical ability training standard
Guihua XU ; Yamei BAI ; Ran YE ; Shuxia YAN ; Wenjing TU ; Qiuqin WANG ; Hua CHEN ; Rongrong JIANG ; Yujing CHEN
Chinese Journal of Modern Nursing 2019;25(36):4754-4757
Objective To define the traditional Chinese medicine (TCM) nursing core knowledge and practical ability which nurses should be equipped with when carrying out TCM service so as to provide a reference for the training of nursing talents of TCM at home and abroad. MethodsOn the basis of establishing a research group, a questionnaire was formed based on literature research, university research, brain storm and expert interviews. A total of 76 TCM nursing experts from universities and hospitals at home and abroad of TCM were investigated with the questionnaire to form an expert consensus. ResultsA total of 76 questionnaires were issued in this survey, of which 64 were valid.This study formed the core knowledge and practical ability training standard including three course modules of basic courses of TCM, basic courses of TCM nursing and specialized courses of TCM nursing, and 9 courses of basic theory of TCM, diagnosis of TCM, science of Chinese materia medica, pharmacology of TCM, fundamental of TCM nursing, TCM diet therapy, acupuncture and moxibustion and nursing, TCM nursing skill operation, TCM nursing clinical practice. ConclusionsThe standard could provide a basis for the standardized teaching of TCM nursing, establishment of training module, formulation of training plan and evaluation of talent training quality.

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