1.The Development and Application of Chatbots in Healthcare: From Traditional Methods to Large Language Models
Zixing WANG ; Le QI ; Xiaodan LIAN ; Ziheng ZHOU ; Aiwei MENG ; Xintong WU ; Xiaoyuan GAO ; Yujie YANG ; Yiyang LIU ; Wei ZHAO ; Xiaolin DIAO
Medical Journal of Peking Union Medical College Hospital 2025;16(5):1170-1178
With the rapid advancement of artificial intelligence technology, chatbots have shown great potential in the healthcare sector. From personalized health advice to chronic disease management and psychological support, chatbots have demonstrated significant advantages in improving the efficiency and quality of healthcare services. As the scope of their applications expands, the relationship between technological complexity and practical application scenarios has become increasingly intertwined, necessitating a more comprehensive evaluation of both aspects. This paper, from the perspective of he althcare applications, systematically reviews the technological pathways and development of chatbots in the medical field, providing an in-depth analysis of their performance across various medical scenarios. It thoroughly examines the advantages and limitations of chatbots, aiming to offer theoretical support for future research and propose feasible recommendations for the broader adoption of chatbot technologies in healthcare.
2.Analysis on value of 18F-FDG PET/CT in differential diagnosis for thymic epithelial tumors of different histological types
Yabing SUN ; Xiaodan XU ; Shuwei SUN ; Jingbin SONG ; Dong ZHAO ; Guanyun WANG ; Baixuan XU ; Ruimin WANG
China Medical Equipment 2025;22(11):65-69
Objective:To analyze the differentially diagnostic ability of metabolic parameters of 18F-fluorodeoxyglucose positron-emission tomography/computed tomography(18F-FDG PET/CT)in thymic epithelial tumors(TETs)of different histological types.Methods:A total of 72 patients who underwent 18F-FDG PET/CT examination and were confirmed as TETs before treatment at the Department of Nuclear Medicine of the First Medical Center of Chinese PLA General Hospital between January 2013 to May 2022 were analyzed.The patients were divided into thymic tumor with low risk group(9 cases),thymic tumor with high risk group(15 cases)and thymic cancer group(9 cases)according to histological type.The clinical data of patients were recorded,and the patients were staged according to pathological Masaoka-Koga staging of thymic tumor surgery.The maximum standardized uptake value(SUVmax),average standardized uptake value(SUVmean),metabolic tumor volume(MTV),total lesion glycolysis(TLG)and standardized uptake value ratio(SUVR)of the lesions were recorded respectively.The differences of metabolic parameters of various group were compared.The area under curve(AUC)value of receiver operating characteristic(ROC)curve was used to analyze the diagnostic efficacy of 18F-FDG PET/CT in TETs of different histological types.Results:The results of analyzing each metabolic parameter of three groups indicated that the SUVmax,SUVmean and SUVR values of thymic tumor with high risk group and thymic cancer group were significantly higher than them of thymic tumor with low risk group,and the differences were significant(F=10.315,8.336,11.593,P<0.05),respectively.SUVR has the highest diagnostic efficacy in the differential diagnosis for thymic tumor and thymic cancer(AUC:0.864,sensitivity:83.3%,specificity:75.0%),and for thymic tumor with high-risk and thymic cancer(AUC:0.832,sensitivity:56.3%,specificity:100.0%).In addition,SUVR has the highest diagnostic efficacy for thymic tumor with high-risk and thymic tumor with low-risk(AUC:0.748,sensitivity:80.0%,specificity:66.7%).Conclusion:The metabolic parameters of 18F-FDG PET/CT have a certain of differential and diagnostic value in identifying TETs of different histological types.
3.Exploration of the pathogenic mechanism of a novel c. 661_664dup (p.P222Lfs*60) variant of SOX10 gene
Huiying LI ; Peipei CHEN ; Pingping LIU ; Shanshan YU ; Xiaodan JIN ; Shuang ZHAO
Chinese Journal of Medical Genetics 2025;42(5):574-578
Objective:To explore the pathogenic mechanism of a child with Waardenburg syndrome type 4C due to a c. 661_664dup (p.P222Lfs*60) variant of SOX10 gene through in vitro experiments. Methods:A child diagnosed at the Handan First Hospital was selected as the study subject. Clinical data of the child was collected. Peripheral blood samples were collected from the child and his parents. Following extraction of genomic DNA, trio-whole exome sequencing was carried out. Pathogenicity of candidate variant was determined by bioinformatic analysis and reference to the guidelines from the American College of Medical Genetics and Genomics (ACMG). Candidate variant was verified by Sanger sequencing. Expression plasmids of wild-type SOX10 and the c. 661_664dup (p.P222Lfs*60) variant were constructed and transiently transfected into 293T cells to determine the expression at the RNA and protein levels. The 293T cells transiently transfected with the wild-type/mutant SOX10 were treated with 10 μg/mL cycloheximide (CHX) for 0, 4, 8, 24 h, respectively, and the degradation rate of target protein was detected by Western blotting assay. This study has been approved by the Ethics Committe of Handan First Hospital(Ethics No.HDYY-LW-25053). Results:The child was found to harbor a heterozygous c. 661_664dup (p.P222Lfs*60) variant of the SOX10 gene, which was unreported previously. The variant did not significantly alter the expression of SOX10 at the mRNA level but the protein level. After the CHX treatment, the degradation of mutant SOX10 protein had slowed down. Conclusion:The mutant SOX10 may affect the expression of downstream genes by affecting the degradation rate of its protein product.
4.Effect of lidocaine medicated plaster combined with pregabalin on patients with postherpetic neuralgia and the impact on serum pain mediators
Xiaodan WANG ; Wenjie LIU ; Chang SONG ; Wenxing DONG ; Qian ZHAO ; Xiaolong MA
Journal of Pharmaceutical Practice and Service 2025;43(11):572-576
Objective To investigate the effect of lidocaine medicated plaster (LMP) combined with pregabalin (PGB) on patients with postherpetic neuralgia (PHN), and the impact on serum pain mediators. Methods 108 PHN patients admitted in our hospital from January 2024 to December 2024 were selected and grouped according to the time point of receiving treatment, 54 PHN patients treated with PGB from January 2024 to June 2024 were included in the PGB group, and 54 PHN patients treated with LMP on top of the PGB group from July 2024 to December 2024 were included in the PGB+LMP group. Comparisons were made between the two groups in terms of pain score, serum pain mediator levels, dosage of PGB, and incidence of adverse reactions. Results After 4 weeks of treatment, both groups showed a decrease in Pain Rating Index scores (sensory score and affective score), Present Pain Intensity score, Visual Analog Scale score, and total score. Meanwhile, above scores of the PGB+LMP group were lower than those of the PGB group (P<0.05). After 4 weeks of treatment, the levels of substance P(SP) and neuropeptide Y (NPY) in both groups were lower than those before treatment, while serum 5-hydroxytryptamine (5-HT) levels were higher than those before treatment. Moreover, the levels of SP and NPY were lower, and 5-HT level was higher in the PGB+LMP group than in the PGB group (P<0.05). The dosages of PGB in the PGB+LMP group at T1, T, T3 and T4 were significantly lower than those in the PGB group (P<0.05). The incidence of adverse reactions was 1.85%(1/54) in the PGB+LMP group. Compared to 5.56%(3/54) in the PGB group, and the difference was not statistically significant (P>0.05). Conclusion LMP combined with PGB was effective in the treatment of patients with PHN, which could effectively alleviate pain and lower the levels of serum pain mediators, with good safety.
5.Protective Effect of MiR-193a-5p on Cardiac Function in Rats with Chronic Heart Failure by Regulating IL-33/ST2 Signaling Pathway
Peng DING ; Jia LI ; Xiaodan ZHAO ; Jie ZHAO ; Changrong MIAO
Journal of Kunming Medical University 2025;46(5):48-54
Objective To investigate the protective effect of miR-193a-5p on cardiac function and the regulation of IL-33/ST2 signaling pathway in rats with chronic heart failure(CHF).Methods Forty SPF-grade Wistar rats were randomly divided to four groups:Sham group,CHF group,NC group,and miR-193a-5p group,10 rats in each group.The model of chronic heart failure was duplicated in the CHF group,NC group,and miR-193a-5p group.Subsequently,the rats in the NC group and miR-193a-5p group were received 5 nmol/L of NC-agomiR or miR-193a-5p-agomiR,respectively,via tail vein injection every 3 days for 4 weeks.In contrast,the rats in the Sham and CHF groups were received an equal amount of saline injection.At the endpoint of the experiment,doppler color ultrasonography was used to detect the left ventricular posterior wall thicknesses(LVPWs),left ventricular posterior wall thickness at end-diastole(LVPWd),systolic interventricular septal thicknesses IVSs,end-diastolic interventricular septal thicknesses(IVSd),and left ventricular ejection fractions(LVEFs)in the above rats,and the changes in the cardiac phenotypic indices of HW/BW vs.LVW/BW in the 4 groups,and cardiac tissues of the rats of the 4 groups were selected.Histomorphological analysis was performed,and the expression levels of miR-193a-5p in the cardiac tissues of the four groups of the rats were detected by qPCR;apoptosis was detected by Tunel staining;the levels of the inflammatory factors interleukin-6(IL-6)and tumor necrosis factor alpha(TNF-alpha)in the myocardial tissues were measured by Elisa;Western blot was used to detect the expression levels of IL-33 and ST2 protein in myocardial tissues.Results Compared with the Sham group,the hearts in the CHF and NC groups showed increased volume,altered geometry,thinning of the myocardium,and pallor in the infarcted area,whereas the miR-193a-5p group showed partial remission.In addition,the expression levels of miR-193a-5p in cardiac tissues of the CHF and NC groups showed a decreasing trend,whereas showed a significant increase in the miR-193a-5p group(P<0.01).In CHF group and NC group,LVPWs,LVPWd,IVSS,IVSD HW/BW and LVW/BW increased significantly,and LVEF decreased significantly(P<0.01).In miR-193a-5p group,LVPWs,LVPWd,IVSs,IVSd,HW/BW and LVW/BW decreased significantly but higher than sham group,and LVEF increased significantly but lower than sham group(P<0.01).The expression of miR-193a-5p increased significantly in CHF group and NC group,decreased significantly in miR-193a-5p group but still higher than sham group(P<0.01).The expression of IL-33 and ST2 protein increased significantly in CHF group and NC group,and decreased significantly in miR-193a-5p group(P<0.01).Conclusion miR-193a-5p has a protective effect on cardiac function in the rats with chronic heart failure.The mechanism might be related to inhibiting the release of inflammatory factors,reducing cardiomyocyte apoptosis and the inhibition of IL-33/ST2 signaling pathway.
6.Exploration of the pathogenic mechanism of a novel c.661_664dup (p.P222Lfs*60) variant of SOX10 gene.
Huiying LI ; Peipei CHEN ; Pingping LIU ; Shanshan YU ; Xiaodan JIN ; Shuang ZHAO
Chinese Journal of Medical Genetics 2025;42(5):574-578
OBJECTIVE:
To explore the pathogenic mechanism of a child with Waardenburg syndrome type 4C due to a c.661_664dup (p.P222Lfs*60) variant of SOX10 gene through in vitro experiments.
METHODS:
A child diagnosed at the Handan First Hospital was selected as the study subject. Clinical data of the child was collected. Peripheral blood samples were collected from the child and his parents. Following extraction of genomic DNA, trio-whole exome sequencing was carried out. Pathogenicity of candidate variant was determined by bioinformatic analysis and reference to the guidelines from the American College of Medical Genetics and Genomics (ACMG). Candidate variant was verified by Sanger sequencing. Expression plasmids of wild-type SOX10 and the c.661_664dup (p.P222Lfs*60) variant were constructed and transiently transfected into 293T cells to determine the expression at the RNA and protein levels. The 293T cells transiently transfected with the wild-type/mutant SOX10 were treated with 10 ug/mL cycloheximide (CHX) for 0, 4, 8, 24 h, respectively, and the degradation rate of target protein was detected by Western blotting assay. This study has been approved by the Ethics Committee of Handan First Hospital (Ethics No. HDYY-LW-25053).
RESULTS:
The child was found to harbor a heterozygous c.661_664dup (p.P222Lfs*60) variant of the SOX10 gene, which was unreported previously. The variant did not significantly alter the expression of SOX10 at the mRNA level but the protein level. After the CHX treatment, the degradation of mutant SOX10 protein had slowed down.
CONCLUSION
The mutant SOX10 may affect the expression of downstream genes by affecting the degradation rate of its protein product.
Humans
;
HEK293 Cells
;
Mutation
;
SOXE Transcription Factors/metabolism*
;
Waardenburg Syndrome/genetics*
;
Child
7.Separation,purification and immunomodulatory activity of polysaccharides from Polygonatum filipes
Yunyun SUN ; Ming ZHAO ; Shiyue QIN ; Sichun ZHENG ; Haoxiang ZHANG ; Xiaodan MA ; Xiaoliang LI ; Wei XU
Chinese Journal of Immunology 2025;41(1):182-188,194
Objective:To separate and purify the polysaccharides from Polygonatum filipes,characterize their primary structure and investigate the immunomodulatory effects on RAW264.7 macrophages.Methods:Crude polysaccharides from Polygonatum filipes were extracted by ultrasound assisted method,then Polygonatum filipes polysaccharides(CSPFPs)were obtained after elimination of the proteins with combined papain-Sevag method.The total sugar content was determined by phenol-sulfuric acid method.Structures of CSPFPs were analyzed by fourier transform infrared spectroscopy(FT-IR),high performance gel permeation chromatography(HPGPC)and high performance liquid chromatography(HPLC).Effects of CSPFPs on cell viability,pinocytic activity,TNF-α secretion,MAPK and NF-κB signaling pathways of RAW264.7 cells were explored by MTT,Neutral red,ELISA and Western blot,respectively.Results:Extraction rate of CSPFPs by ultrasound-assisted method was 41.61%,which contained total sugar content of 94.00%.CSPFPs with Mw of 3 125 Da was composed of arabinose(1.85%),galactose(6.14%),glucose(56.41%)and mannose(35.60%).The in vitro experiments showed that CSPFPs were non-cytotoxic and enhanced the pinocytic activity,TNF-α secretion and phosphorylation levels of p38,ERK,JNK,p65,IκB and IKK,indicating the activation of MAPK and NF-κB signaling pathways under the concentra-tion of 2.5~200 μg/ml.Conclusion:The ultrasound-assisted method can efficiently isolate CSPFPs with immunomodulatory activity,which provides basic data for the development and application of CSPFPs as an immunostimulant.
8.Comparative study of commonly used rapid imaging techniques for cerebral three-dimensional time-of-flight MR angiography
Kai NING ; Xu HAN ; Weifeng WANG ; Linyao YUE ; Xiaodan WANG ; Pengfei ZHAO
Journal of Practical Radiology 2025;41(8):1388-1391,1417
Objective To explore the effects of commonly used rapid imaging techniques on the image quality of cerebral three-dimensional time-of-flight magnetic resonance angiography(3D-TOF-MRA)and to select the optimal imaging technique for clinical use.Methods Thirty subjects were prospectively recruited,and five sets of 3D-TOF-MRA images were acquired as follows:non-acceleration(reference group),intra-layer parallel imaging(PI)(1D group),inter-layer PI(2D group),compressed sensing(CS)group,and artificial intelligence-assisted compressive sensing(ACS)group.The metrics including clarity,pseudo-stenosis,signal-to-noise ratio(SNR),contrast-to-noise ratio(CNR),and edge sharpness of the intracranial proximal,middle,and distal blood vessels were quantitatively or qualitatively assessed.Results There were no significant differences in the clarity of intracranial proximal and middle blood vessels between the groups(P>0.05).The clarity of distal blood vessels in the ACS group was superior to that in the other groups,and the CS and 2D groups were superior to the 1D group.Compared to the reference group,no stenosis was observed in any segment of the blood vessels in the ACS group,while the incidence of stenosis in the distal blood vessels of the 1D,2D,and CS groups was 36.67%,13.33%,and 6.67%,respectively.The SNR of the proximal and middle blood vessels in the ACS group did not differ from the reference group,and the SNR of the proximal,middle,and distal segments was higher than that in the 1D and CS groups,and higher than the 2D group for the proximal and distal segments.The CNR of the proximal,middle,and distal segments in the ACS group did not differ from the reference group,and was higher than that of the 1D and CS groups,and higher than the 2D group for the proximal and distal segments.The edge sharpness of the ACS group was significantly higher than that of the other groups.Conclusion ACS technology can accelerate the imaging speed and improve the image quality of cerebral 3D-TOF-MRA.It is recommended for use.
9.Venous CT radiomics for predicting effect of neoadjuvant chemotherapy for locally advanced gastric cancer
Xiaomeng HAN ; Shunli LIU ; Jizheng LIN ; Henan LOU ; Hongzheng SONG ; Bo WANG ; Yaolin SONG ; Xiaodan ZHAO
Chinese Journal of Interventional Imaging and Therapy 2025;22(1):37-42
Objective To investigate the value of CT radiomics for predicting effect of neoadjuvant chemotherapy(NACT)for locally advanced gastric cancer(LAGC).Methods Totally 325 LAGC patients who received NACT were retrospectively enrolled,among them 247 were taken as training set,while the rest 78 were taken as validation set.Tumor regression scale(TRG)was evaluated according to postoperation pathology after NACT,and the efficacy of NACT was evaluated.Univariate logistic regression was used to analyze and screen clinical predictors of effect of NACT,and clinical model was constructed.Radiomics features were extracted based on venous phase enhanced CT pre-and post-NACT,and Delta radiomics features(i.e.the ratio of the difference of pre-and post-NACT radiomics features and pre-NACT radiomics features)were calculated.The best features were screened based on pre-NACT,post-NACT and Delta radiomics features to construct radiomics labels,the optimal label was screened and used to construct combined model through combining clinical model.Receiver operating characteristic(ROC)curve was plotted,and the area under the curve(AUC)was calculated to evaluate predicting efficiency of the above models.Decision curve analysis(DCA)was performed to explore the clinical value of each model.Results In training set,significant effect was found in 67 cases,but not in 180 cases,while in validation set,significant effect was found in 18 cases but not in 60 cases.Borrmann classification of LAGC before NACT was the clinical predictor(P=0.031),and clinical model was constructed,which had AUC of 0.577 and 0.520 in training and validation sets,respectively.Based on pre-NACT,post-NACT and Delta radiomics features,19,14 and 17 best features were selected,and AUC of the established radiomics labels of Pre-Rad,Post-Rad and Delta-Rad in training set was 0.672,0.796 and 0.789,while in validation set was 0.558,0.805 and 0.666,respectively.Post-Rad was the optimal label,which was used to construct combined model.AUC of the obtained combined model in training and validation sets was 0.824 and 0.818,respectively,both higher than that of clinical model(both P<0.001)but not different with that of Post-Rad(both P>0.05).Taken 0.4 to 0.7 as the threshold,the combined model had higher clinical net benefit than the other two.Conclusion Venous CT radiomics could effectively predict effect of NACT for LAGC.Combining with clinical features could improve its predictive efficacy.
10.Application of semi-supervised learning models in the Los Angeles grading of reflux esophagitis
Hang ZHAO ; Xiaodan XU ; Jinzhou ZHU
Chinese Journal of Medical Physics 2025;42(9):1236-1244
Objective To construct a classification model for the Los Angeles grading of endoscopic reflux esophagitis based on the SimCLR algorithm's semi-supervised learning framework.Methods The designed learning framework was pre-trained on a large unlabeled dataset through self-supervised learning,and further finely tuned on a small labeled dataset according to the Los Angeles grading criteria.The performance test on the model was conducted on an independent dataset,and the proposed model was compared with the models of supervised learning algorithms and endoscopists in terms of accuracy,Matthews correlation coefficient,and Cohen's kappa value.Finally,Grad-CAM and t-SNE were used for the visualization of the model's interpretation.Results The SimCLR model with ResNet as the backbone network showed superior performance in accuracy(0.840),Matthews correlation coefficient(0.800),and Cohen's kappa value(0.960)than the traditional supervised learning model with ResNet as the backbone(0.680,0.601,and 0.870)as well as junior endoscopists(0.770,0.713,and 0.940),but there was still a slight gap compared with senior endoscopists(0.850,0.813,and 0.960).In addition,the results of t-SNE showed that self-supervised learning in SimCLR was more effective in clustering multi-dimensional samples than traditional supervised transfer learning.Conclusion Compared with traditional supervised learning methods,semi-supervised learning demonstrates outstanding performance even with only a small number of labeled endoscopic images.

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