1.Noninvasive Diagnostic Technique for Nonalcoholic Fatty Liver Disease Based on Features of Tongue Images.
Rong-Rui WANG ; Jia-Liang CHEN ; Shao-Jie DUAN ; Ying-Xi LU ; Ping CHEN ; Yuan-Chen ZHOU ; Shu-Kun YAO
Chinese journal of integrative medicine 2024;30(3):203-212
OBJECTIVE:
To investigate a new noninvasive diagnostic model for nonalcoholic fatty liver disease (NAFLD) based on features of tongue images.
METHODS:
Healthy controls and volunteers confirmed to have NAFLD by liver ultrasound were recruited from China-Japan Friendship Hospital between September 2018 and May 2019, then the anthropometric indexes and sampled tongue images were measured. The tongue images were labeled by features, based on a brief protocol, without knowing any other clinical data, after a series of corrections and data cleaning. The algorithm was trained on images using labels and several anthropometric indexes for inputs, utilizing machine learning technology. Finally, a logistic regression algorithm and a decision tree model were constructed as 2 diagnostic models for NAFLD.
RESULTS:
A total of 720 subjects were enrolled in this study, including 432 patients with NAFLD and 288 healthy volunteers. Of them, 482 were randomly allocated into the training set and 238 into the validation set. The diagnostic model based on logistic regression exhibited excellent performance: in validation set, it achieved an accuracy of 86.98%, sensitivity of 91.43%, and specificity of 80.61%; with an area under the curve (AUC) of 0.93 [95% confidence interval (CI) 0.68-0.98]. The decision tree model achieved an accuracy of 81.09%, sensitivity of 91.43%, and specificity of 66.33%; with an AUC of 0.89 (95% CI 0.66-0.92) in validation set.
CONCLUSIONS
The features of tongue images were associated with NAFLD. Both the 2 diagnostic models, which would be convenient, noninvasive, lightweight, rapid, and inexpensive technical references for early screening, can accurately distinguish NAFLD and are worth further study.
Humans
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Non-alcoholic Fatty Liver Disease/diagnostic imaging*
;
Ultrasonography
;
Anthropometry
;
Algorithms
;
China
2. Analysis of effective components of Agaricus blazei Murill extract by LC-MS and network pharmacology analysis in treatment of chronic myeloid leukemia
Dong-Ping WANG ; Yan-Qing SUN ; Wan-Wen GE ; Jing SHAO ; Dong-Ping WANG ; Yan-Qing SUN
Chinese Pharmacological Bulletin 2024;40(1):139-145
Aim To explore the potential targets and related signaling pathways of Agaricus blazei Murill (AbM ) extract in the treatment of chronic myeloid leukemia (CML) based on liquid chromatography mass spectrometry ( LC-MS ), network pharmacology, molecular docking, and were further verified by experiments in vitro. Methods The active components of AbM extract were retrieved from LC-MS, Swiss Target Prediction database was used to predict related targets, and CML disease target genes were obtained from Gen- eCards and DisGeNET databases. After screening the common targets of drug and CML, the protein-protein interaction network of the common targets was performed by STRING, and GO and KEGG enrichment a- nalysis were done by DAVID database. Cytoscape software was used to construct the network of target protein. Molecular docking was carried out by DockThor, and the Pymol software was used to make a visual picture. The inhibitory effect of AbM extract on leukemia cells K562 was determined by CCK-8 experiment, and the effect of AbM extract on the expression and phosphorylation level of related proteins was verified by Western blot. Results The prediction results showed that 126 active components of AbM extract, and 172 common targets were collected. KEGG pathway analysis results showed that PI3K/Akt/mTOR signaling pathway might play an important role in the treatment of CML disease. The IC
3.An unprecedented pair of Z /E isomeric pyridinium compound from the aqueous extract of Aspongopus chinensis Dallas
Chun-jiang WANG ; Can-xi YANG ; Ling-xi REN ; Shao LIU ; Yue-ping JIANG
Acta Pharmaceutica Sinica 2024;59(1):166-169
A novel pair of
4.Application of machine learning in predictive analysis of blood usage for liver transplantation surgery
Peng ZONG ; Wenli ZHANG ; Ping LI ; Changfeng SHAO ; Haiyan WANG
Chinese Journal of Blood Transfusion 2024;37(3):319-324
【Objective】 To explore the application of machine learning in scientific and rational blood preparation and predictive analysis for surgical blood usage before liver transplantation surgery. 【Methods】 Clinical basic information including gender, age, clinical diagnosis and surgical methods of 356 liver transplantation patients were collected. The duration (Time) and preoperative laboratory test results of hemoglobin (Hb), hematocrit (Hct), platelet count (Plt), prothrombin time (PT), activated partial thromboplastin time (APTT), fibrinogen (Fib), total bilirubin (TBIL), albumin (ALB), creatinine (Crea) and total protein (TP), as well as the amount of intraoperative blood transfusion were collected. A machine learning model capable of predicting the risk of massive blood transfusion during liver transplantation surgery was established by Python, and was evaluated to select the optimal predictive model. 【Results】 Among the 7 machine learning models constructed, the logistic regression model performed the best (AUROC: 0.90, F1 score: 0.82), with an accuracy of 79.44% and precision of 79.69%, followed by the random forest classifier (AUROC: 0.87, F1 score: 0.83), with an accuracy of 79.44% and precision of 77.94%. 【Conclusion】 Establishing a machine learning prediction model by Python is of significant clinical importance for scientific blood preparation, predicting the risk of massive blood transfusion and ensuring the safety of blood use in liver transplantation surgery.
5.Competency and professional activities for Chinese pediatric rehabilitation therapists based on World Health Or-ganization rehabilitation competency framework
Lei FENG ; Jun LÜ ; Xiaoqian WANG ; Hongying ZHENG ; Ping SHAO ; Anni WANG ; Mei SUN ; Gang CHEN
Chinese Journal of Rehabilitation Theory and Practice 2024;30(7):752-759
Objective To construct the competency and professional activities of pediatric rehabilitation therapists in China based on World Health Organization rehabilitation competency framework(RCF). Methods Competencies,activities,and tasks in the field of pediatric rehabilitation were collected through literature,offi-cial websites and interviews with key informants using RCF.Competency requirements suitable for pediatric re-habilitation therapists were selected,competency dimensions and activities were adjusted based on the context of pediatric rehabilitation therapy.Similar content was integrated through thematic framework analysis and content analysis.Competencies were matched with typical professional activities.A competency framework and profes-sional activities for Chinese pediatric rehabilitation therapists were developed,and the Delphi method was used to survey 22 experts,ultimately confirming competency dimensions and activity content. Results The enthusiasm coefficient of experts was 88.00%,the authority coefficient was 0.84,and the expert opinions were more focused on importance.The CV values of all competency dimensions and activities were≤0.25,and the W test was statistically significant(P<0.05),indicating a high degree of coordination among experts.A com-petency framework for pediatric rehabilitation therapists in China,included 17 competency dimensions and 17 professional activities. Conclusion To explore the competency of typical professions through RCF may enhance the application of research re-sults in the field of rehabilitation,which provides a reference for clarifying the job content and cultivating the competency of Chinese pediatric rehabilitation therapists.
6.Competency and professional activities of pediatric rehabilitation therapists in three provinces/cities of East China
Lanqing CHEN ; Jun LÜ ; Xiaoqian WANG ; Hongying ZHENG ; Ping SHAO ; Anni WANG ; Mei SUN ; Gang CHEN
Chinese Journal of Rehabilitation Theory and Practice 2024;30(7):760-767
Objective To investigate the current situation of competency and professional activities of pediatric rehabilitation thera-pists in Jiangsu,Shanghai and Zhejiang. Methods A questionnaire survey was conducted on 168 pediatric rehabilitation therapists in Jiangsu,Shanghai and Zheji-ang,from December,2022 to February,2023,and the general information and the competency were obtained.A total of 35 pediatric rehabilitation therapists were interviewed one-on-one,from October,2022 to January,2023,using thematic framework. Results A total of 162 effective questionnaires were collected.The level of competency of pediatric rehabilitation thera-pists was(3.44±0.87);and it was higher in professional literacy(3.90±0.77)and practice(3.83±0.77),and lower in management and leadership(2.92±1.44),and research(2.14±1.64).Latent class analysis showed that the thera-pists could be divided into four categories,of which the"medium competency"accounted for the most proportion(34.57%),and"low learning and research"was the least(8.64%).The interviews identified problems of compe-tency such as maintaining communication with children's families and managing self-professional development. Conclusion Self-reported rehabilitation competency levels of pediatric rehabilitation therapists in three provinces and cit-ies are above three points in all four dimensions,except for the management and leadership dimension,where the score is below three points.
7.The impact of programming optimization for atrioventricular synchrony after Micra AV leadless pacemakers implantation
Ze ZHENG ; Yu-Chen SHI ; Song-Yuan HE ; Shao-Ping WANG ; Shi-Ying LI ; Shu-Juan CHENG ; Jing-Hua LIU
Chinese Journal of Interventional Cardiology 2024;32(2):71-75
Objective To analyze the atrioventricular synchronization rate after implantation of Micra AV leadless pacemaker,and the impact of postoperative programming optimization on atrioventricular synchronization rate.Methods A prospective cohort study was conducted to select patients with complete atrioventricular block who underwent Micra AV leadless pacemaker implantation at Beijing Anzhen Hospital from August 2022 to June 2023.Programming optimization were performed at 1 week,1 month,and 3 months postoperatively,and atrioventricular synchronization rate,electrical parameters,and echocardiography were recorded.Results A total of 68 patients with complete atrioventricular block implanted with Micra AV were selected,with an average age of(68.2±9.7)years,including 47 males(69.1%).All patients were successfully implanted with Micra AV,and there were no serious postoperative complications;The average threshold,sense,and impedance parameters were stable during 1 week,1 month,and 3 months after the procedure;There was no significant difference in the EF value of postoperative echocardiography(P=0.162);The average atrioventricular synchronization rates at 1 week,1 month,and 3 months postoperatively were(75.2%vs.83.8%vs.91.6%,P=0.001).Conclusions As an mechanical atrial sensing,Micra AV requires personalized adjustment of relevant parameters;Postoperative follow-up programming optimization plays an important role in the atrioventricular synchronization and comfort level in patients with complete atrioventricular block after implantation of Micra AV leadless pacemaker.
8.Research of rutin on improving pyroptosis of nucleus pulposus cells in rats with intervertebral disc degeneration
Ping WANG ; Ming-Yu FAN ; Shao-Huai ZHOU ; Shi-Wei YU ; Xin WANG
The Chinese Journal of Clinical Pharmacology 2024;40(7):1029-1033
Objective To investigate the effect of rutin on pyroptosis of nucleus pulposus cells in rats with intervertebral disc degeneration and its mechanism at cellular level.Methods Rat interdisc nucleus pulposus cells were randomly divided into control group,model group[interleukin-1β(IL-1β)induction],experiment-L group(25 μmol·L-1 rutin+10 ng·mL-1 IL-1β),experiment-M group(50 μmol·L-1 rutin+10ng·mL-1IL-1β),experiment-H group(100 μmol·L-1 rutin+10 ng·mL-1 IL-1 β),experiment-H+SRT1720 agonist group[100 μmol·L-1 rutin+10 ng·mL-1 IL-1 β+1 μmol·L-1 silent information regulator 1(SIRT1)agonist SRT1720].Real-time quantitative polymerase chain reaction(RT-qPCR)assay and Western blot assay were used to detect the expression of related genes and proteins;cell count kit-8(CCK-8)assay and enzyme-linked immunosorbent assay were used to detect the expression of cell viability and inflammatory factors,respectively.Results The cell activities of control group,model group,experimental-H group and experimental-H+SIRT1 agonist group were(100.00±3.56)%,(47.30±2.58)%,(57.33±3.41)%,(66.15±4.85)%,(76.78±2.83)%and(85.84±4.84)%;SIRT1 mRNA expression levels were 1.00±0.12,0.25±0.02,0.39±0.04,0.52±0.03,0.67±0.08 and 0.83±0.09;tumor necrosis factor-α(TNF-α)expression level were(15.03±1.21),(126.50±8.84),(112.60±12.29),(83.71±6.85),(53.88±3.43)and(28.19±4.02)pg·mL-1;the relative expression levels of PTEN-induced putative kinase 1(PINK1)protein were 0.30±0.03,0.26±0.04,0.39±0.04,0.65±0.06,0.89±0.12 and 1.28±0.08;the relative expression levels of gasdermin D-N(GSDMD-N)were 0.38±0.02,1.20±0.08,0.89±0.06,0.69±0.07,0.53±0.05 and 0.40±0.03,respectively.Compared with the model group,the above indexes in the experimental-H group were statistically different(all P<0.05).There were statistically significant differences in the above indexes between the experimental-H+SIRT1 agonist group and the experimental-H group(all P<0.05).Conclusion Rutin can induce mitochondrial autophagy by activating SIRT1,inhibit pyroptosis of nucleus pulposus cells and alleviate intervertebral disc degeneration in rats.
9.Establishment of a Multiplex Detection Method for Common Bacteria in Blood Based on Human Mannan-Binding Lectin Protein-Conjugated Magnetic Bead Enrichment Combined with Recombinase-Aided PCR Technology
Jin Zi ZHAO ; Ping Xiao CHEN ; Wei Shao HUA ; Yu Feng LI ; Meng ZHAO ; Hao Chen XING ; Jie WANG ; Yu Feng TIAN ; Qing Rui ZHANG ; Na Xiao LYU ; Qiang Zhi HAN ; Xin Yu WANG ; Yi Hong LI ; Xin Xin SHEN ; Jun Xue MA ; Qing Yan TIE
Biomedical and Environmental Sciences 2024;37(4):387-398
Objective Recombinase-aided polymerase chain reaction(RAP)is a sensitive,single-tube,two-stage nucleic acid amplification method.This study aimed to develop an assay that can be used for the early diagnosis of three types of bacteremia caused by Staphylococcus aureus(SA),Pseudomonas aeruginosa(PA),and Acinetobacter baumannii(AB)in the bloodstream based on recombinant human mannan-binding lectin protein(M1 protein)-conjugated magnetic bead(M1 bead)enrichment of pathogens combined with RAP. Methods Recombinant plasmids were used to evaluate the assay sensitivity.Common blood influenza bacteria were used for the specific detection.Simulated and clinical plasma samples were enriched with M1 beads and then subjected to multiple recombinase-aided PCR(M-RAP)and quantitative PCR(qPCR)assays.Kappa analysis was used to evaluate the consistency between the two assays. Results The M-RAP method had sensitivity rates of 1,10,and 1 copies/μL for the detection of SA,PA,and AB plasmids,respectively,without cross-reaction to other bacterial species.The M-RAP assay obtained results for<10 CFU/mL pathogens in the blood within 4 h,with higher sensitivity than qPCR.M-RAP and qPCR for SA,PA,and AB yielded Kappa values of 0.839,0.815,and 0.856,respectively(P<0.05). Conclusion An M-RAP assay for SA,PA,and AB in blood samples utilizing M1 bead enrichment has been developed and can be potentially used for the early detection of bacteremia.
10.The antitumor activity and mechanisms of piperlongumine derivative C12 on human non-small cell lung cancer H1299 cells
Hai-tao LONG ; Xue LEI ; Jia-yi CHEN ; Jiao MENG ; Li-hui SHAO ; Zhu-rui LI ; Dan-ping CHEN ; Zhen-chao WANG ; Yue ZHOU ; Cheng-peng LI
Acta Pharmaceutica Sinica 2024;59(10):2773-2781
The compound (

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