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.Pharmacokinetics study of single and multiple doses of azvudine in healthy young and elderly subjects
Yu ZHANG ; Xiao-Jian LIU ; Hao-Shuang JU ; Bin-Yuan HE ; Yuan-Hao WAN ; Li-Wei CHAI ; Le-Yang REN ; Min LÜ ; Ya-Qiang JIA ; Wei ZHANG ; Ping XU
The Chinese Journal of Clinical Pharmacology 2024;40(9):1316-1320
Objective To evaluate the pharmacokinetic characteristics and safety of single and multiple oral azvudine tablets in healthy young and elderly Chinese subjects.Methods This was a open-label and parallel-group study.The trial consisted of two groups:healthy young subjects group and healthy elderly subjects group,with 12 subjects in each group.Enrolled subjects were first given a single dose,fasting oral azvudine tablet 5 mg,after a 3-day cleansing period entered the multiple dose phase,fasting oral azvudine tablet 5 mg·d-1 for 7 days.Results After a single dose of azvudine 5 mg,Cmax and AUC0-∞ were(4.76±2.12)ng·mL-1,(6.53±2.20)ng·mL-1·h,and Tmax,t1/2 were 0.75,1.87 h in young subjects;Cmax and AUC0-∞ were(6.40±3.25)ng·mL-1,(9.50±3.70)ng·mL-1·h,and Tmax,t1/2 were 0.63,2.66 h in elderly subjects.After a multiple dose of azvudine 5 mg·d-1 for 7 d,Cmax and AUC0-∞ were(3.26±1.61)ng·mL-1,(5.38±2.19)ng·mL-1·h,and Tmax,ss,t1/2,ss were 0.88,2.13 h in young subjects;Cmax,ss and AUC0-∞,ss were(3.97±2.09)ng·mL-1,(6.71±3.26)ng·mL-1·h,and Tmax,ss,t1/2,ss were 0.75,2.56 h in elderly subjects.Elderly/young geometric mean ratios and 90%CIs were 128.37%(88.23%-186.76%),139.93%(105.42%-185.72%),140.03%(106.33%-184.41%)for azvudine Cmax,AUC0-t,AUC0-∞ after a single dose,and were 118.66%(80.83%-174.20%),118.41%(83.60%-167.69%),118.95%(84.78%-166.89%)for azvudine Cmax,AUC0-t,AUC0_∞ after a multiple dose of azvudine 5 mg·d-1 for 7 d.Conclusion After single and multiple oral administration of azvudine tablets,systemic exposure to azvudine was higher in healthy elderly subjects compared with healthy young subjects.After taking azvudine tablets,the types,severity and incidence of adverse events and adverse drug reactions in healthy elderly people were not significantly different from those in healthy young subjects.Azvudine was found to be safe and well tolerated in healthy elderly subjects.
3.Exploring the risk factors of blood transfusion in patients with isolated traumatic brain injury based on machine learning prediction models
Wei LIU ; Ziqing XIONG ; Chenggao WU ; Aiping LE
Chinese Journal of Blood Transfusion 2024;37(12):1358-1364
[Abstract] [Objective] To explore the risk factors of blood transfusion in patients with isolated traumatic brain injury (iTBI) based on multiple machine learning methods, so as to establish a predictive model to provide reasonable guidance for blood transfusion in patients with iTBI. [Methods] A total of 2 273 patients with iTBI from the First Affiliated Hospital of Nanchang University from January 1, 2015 to June 30, 2021 were included to compare and analyze the differences in variables such as vital signs, clinical indicators and laboratory testing indicators between transfusion and non transfusion patients. Furthermore, six machine learning models were established to compare the performance of different models through cross validation, accuracy, specificity, recall, f1 value and area under the ROC curve. The SHAP plot was used to explain the influencing factors of blood transfusion in iTBI patients. [Results] This study included 2 273 iTBI patients, with a total of 301 patients receiving blood transfusions. There were significant differences (P<0.05) in gender, age, HR, clinical diagnosis, skull fracture, treatment methods, hemorrhagic shock, GCS, K, Ca, PT, APTT, INR, RBC, Hct, Hb and Plt between transfusion and non transfusion patients; Moreover, the LOS, incidence of complications, mechanical ventilation rate, ICU admission rate, readmission rate within 90 days and in-hospital mortality rate of transfusion patients were all higher than those of the non transfusion group (P<0.05). Six machine learning algorithms were used for model construction, and the validation results on the test set showed that the CatBoost model performed the best with an AUC of 0.911. Furthermore, the SHAP framework was used to explain and visualize the optimal model CatBoost, showing that surgical treatment, lower GCS, higher INR, lower Hct, lower K, lower Ca, age ≥60 years, skull fractures and hemorrhagic shock increase the risk of blood transfusion in patients. [Conclusion] This study established a machine learning model for predicting blood transfusion in iTBI patients, and the CatBoost model performed the best. This model may be useful and beneficial for identifying transfusion risks in this population, making clinical transfusion decisions and monitoring progress.
4.Bioinformatic screening reveals the significance of MFAP2 in the prognosis and immunotherapy of gastric cancer
ZHANG Hong1 ; HUANG Yihua1 ; LE Xianghua1 ; LIU Bin2 ; WEI Pinqiu3 ; HAN Junling1 ; ZHANG Yongzhen1
Chinese Journal of Cancer Biotherapy 2024;31(7):707-714
[摘 要] 目的:筛选影响胃癌患者预后及治疗的关键基因,分析关键基因微纤维相关蛋白2(MFAP2)在提示胃癌患者预后及免疫治疗敏感性中的价值。方法:从TCGA数据库下载胃癌患者的癌和癌旁组织的表达谱数据及临床资料。综合加权基因共表达网络分析(WGCNA)和单因素Cox回归分析筛选与胃癌预后显著相关的基因。使用多个患者队列评估关键基因MFAP2的预后价值,分析其效能和临床病理指标的相关性。使用多个在线数据库数据及算法分析MFAP2与肿瘤免疫微环境的关联,免疫表型评分(IPS)联合免疫治疗患者队列分析MFAP2在预测免疫治疗响应性中的价值。采用多数据集验证MFAP2在胃癌及癌旁组织中的表达差异。结果:蓝色模块与胃癌患者的生存结局相关性最高(R=0.17,P<0.001);进一步与预后相关基因取交集,共筛选到20个关键基因。关键基因MFAP2的高表达提示胃癌的不良预后和病理进展(HR>1,P<0.05)。MFAP2与肿瘤相关成纤维细胞密切相关,高表达MFAP2的胃癌患者对免疫治疗更不敏感。多数据集验证结果显示,MFAP2 mRNA在胃癌组织中高表达(P<0.05或P<0.01)。结论:MFAP2的高表达是胃癌预后不良和免疫治疗响应不佳的提示因子,有望作为胃癌的新型治疗靶点和预后标志物。
5.Double plasma molecular adsorption system and sequential half-dose plasma exchange improves short-term prognosis of patients with hepatitis B associated acute-on-chronic liver failure
Chenggao WU ; Wei LIU ; Linju KUANG ; Qiang LIU ; Wei XIONG ; Piaoping HU ; Changlin ZHANG ; Aiping LE
Chinese Journal of Blood Transfusion 2024;37(1):9-15
【Objective】 To investigate the effect of double plasma molecular adsorption system and sequential half-dose plasma exchange (DPMAS+HPE) on the short-term survival rate of patients with hepatitis B associated acute-on-chronic liver failure (HBV-ACLF). 【Methods】 Data on HBV-ACLF cases hospitalized in our hospital from January 1, 2015 to December 31, 2022 were retrospectively collected, and were divided into standard comprehensive medical treatment group and DPMAS+HPE group according to different treatment methods. Propensity score matching (PSM) was used to eliminate inter group confounding bias. The baseline data and improvement of laboratory indicators after treatment between two groups were compared. Death related risk factors in HBV-ACLF patients were screened by logistic regression analysis, and cumulative survival rates at 30 and 90 days between the two groups were compared by Kaplan-Meier survival analysis. 【Results】 A total of 373 cases of HBV-ACLF were included in this study. Among them, 136 cases in the treatment group received DPMAS+HPE once on the basis of comprehensive internal medicine treatment, and 237 cases only received comprehensive internal medicine treatment. After PSM, 136 patients were included as the control group. The decrease in alanine aminotransferase (ALT), aspartate aminotransferase (AST), and total protein (TP) in the treatment group before and after treatment was significantly greater than that in the control group (446.5 vs 159.0, 317.0 vs 92.0,5.2 vs 0.3), with statistically significant difference (P<0.05). DPMAS+HPE treatment is an independent protective factor for mortality in HBV-ACLF patients at 30 and 90 days (30 days: OR=0.497, P<0.05; 90 days: OR= 0.436, P<0.05). The cumulative survival rates at 30 and 90 days in the treatment group were significantly higher than those in the control group (30 days: 50.71% vs 44.12%, P<0.05; 90 days: 30.15% vs 22.79%, P<0.05). 【Conclusion】 DPMAS+HPE improves the short-term prognosis of HBV-ACLF patients and can serve as an effective artificial liver model for the treatment of HBV-ACLF patients.
6.Pathogenesis and Treatment of Stomach Exuberance and Spleen Deficiency in Metabolic Disease
Wenxuan LUO ; Jinxi ZHAO ; Jinyan WEI ; Jiangteng LIU ; Zhichao RUAN ; Kaitong ZHANG ; Le WANG ; Weijun HUANG ; Yonghua XIAO
Journal of Traditional Chinese Medicine 2024;65(19):2041-2044
Stomach exuberance and spleen deficiency are common pathogenesis of many metabolic diseases. Through analyzing the pathogenesis of stomach exuberance and spleen deficiency, it is believed that its essence is stomach heat and spleen deficiency. Stomach heat includes gastrointestinal heat, spleen and stomach damp-heat, and spleen deficiency is divided into deficiency of spleen yin, deficiency of spleen qi , and deficiency of spleen yang. It is suggested that the metabolic diseases of stomach-exuberance and spleen-deficiency syndrome can be divided into three categories,i.e. stomach-heat and spleen yin-deficiency, stomach-heat and spleen qi-deficiency, and stomach-heat and spleen yang-deficiency, and the main treatment methods are clearing and draining heat, nourishing yin and moistening intestine, clearing dampness and heat, strengthening spleen and qi, clearing dampness and heat, strengthening spleen and warming yang, respectively, with prescriptions as Maziren Pills (麻子仁丸), Qinlian Pingwei Powder (芩连平胃散), and Jiawei Lianli Decoction (加味连理汤) accordingly.
7.Therapeutic effect of Xiayuxue decoction on a mouse model of nonalcoholic fatty liver disease induced by high-fat diet and its mechanism
Linqi HOU ; Zhiyi WANG ; Xin ZHAO ; Jie ZHANG ; Wenting MA ; Xuling LIU ; Wei ZHANG ; Le TAO ; Cheng LIU ; Liu WU
Journal of Clinical Hepatology 2024;40(4):712-719
ObjectiveTo investigate the mechanism of action of Xiayuxue decoction in inhibiting nonalcoholic fatty liver disease (NAFLD) induced by high-fat diet in mice by regulating nucleotide binding oligomerization domain like receptor containing pyrin domain protein 6 (NLRP6). MethodsA total of 15 male C57BL/6 mice were randomly divided into low-fat diet (LFD) group, high-fat diet (HFD) group, and Xiayuxue decoction-HFD group (XYXD group), with 5 mice in each group. Liver function parameters (alanine aminotransferase [ALT] and aspartate aminotransferase [AST]) and blood lipid metabolic indicators (triglycerides [TG] and total cholesterol [TC]) were measured; HE staining and oil red O staining were performed for liver tissue to observe histomorpholoty and lipid droplet deposition; quantitative real-time PCR was used to measure the expression levels of inflammatory factors (tumor necrosis factor-α [TNF-α], interleukin-1β [IL-1β], interleukin-18 [IL-18], and NLRP6) in liver tissue; Western blot was used to measure the protein expression levels of NLRP6, nuclear factor-kappa B (NF-κB), and NF-κB p65; immunohistochemistry was used to measure the expression of NLRP6 and CD68. Mouse Raw264.7 cells were treated with palmitic acid (PA), lipopolysaccharide, and serum containing Xiayuxue decoction to observe inflammation. A one-way analysis of variance was used for comparison of continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups. ResultsCompared with the LFD group, the HFD group had significant increases in the serum levels of ALT, AST, TC, and TG (all P<0.05). Liver histopathological examination showed that the HFD group had marked hepatic steatosis and a signficant increase in NAS score (P<0.05), and quantitative real-time PCR showed significant increases in the inflammatory factors such as IL1β and IL-18 and a significant reduction in the expression of NLRP6 (all P<0.05). Immunohistochemistry showed that the expression of NLRP6 showed a similar trend as that of the macrophage marker CD68. Western blot showed that after the downregulation of NLRP6 expression, there was a significant increase in phosphorylated NF-κB p65 (P<0.05). Compared with the HFD group, Xiayuxue decoction effectively improved liver inflammation, upregulated the expression of NLRP6, and downregulated phosphorylated NF-κB p65 in HFD mice (all P<0.05). After Raw264.7 cells were treated with PA, NLRP6 was downregulated to promote the progression of inflammation (P<0.05), and treatment with Xiayuxue decoction could upregulate NLRP6 and inhibit inflammation NF-κB (P<0.05). ConclusionXiayuxue decoction can effectively improve hepatic steatosis and liver inflammation in a mouse model of NAFLD, possibly by regulating NLRP6/NF-κB to alleviate macrophage activation.
8.Effect of Naozhenning Granules on Energy Metabolism of Cortical Mitochondria in Rat Model of Post-concussion Syndrome
Nannan WEI ; Liya WU ; Tiantian WANG ; Qizhao LIU ; Weiyi ZHANG ; Yonghui WANG ; Li GAO ; Le ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(14):107-113
ObjectiveTo explore the effects of Naozhenning granules on the memory function and neuron cells in the rat model of post-concussion syndrome based on mitochondrial biosynthesis. MethodSPF-grade Wistar rats were used to establish the multiple cerebral concussion (MCC) model by the weight-drop method. The successfully modeled rats were assigned into model, piracetam (0.324 g·kg-1), and low-, medium-, and high-dose (2.25, 4.5, and 9 g·kg-1, respectively) Naozhenning groups. The rats were administrated with corresponding drugs by gavage and those in the blank group and model group were administrated the same volume of normal saline once a day for 14 days. The general state of rats was observed before and after treatment. The open field test and new object recognition test were conducted to examine the motor and memory abilities of rats. Hematoxylin-eosin staining was employed to observe the pathological changes of cortical neurons in rats. Western blot and real-time polymerase chain reaction were employed to determine the protein and mRNA levels, respectively, of peroxisome proliferator-activated receptor γ-coactivator-1α (PGC-1α), nuclear respiratory factor-1 (NRF-1), and transcription factor A mitochondrial (TFAM) in rat cortex. ResultCompared with the blank group, the model group showed anxious and manic mental status, yellow and messy fur, and reduced food intake. In the open field experiment, the model group showed reduced total movement distance, times of entering the central grid, and times of rearing decreased and increased resting time compared with the blank group (P<0.01). The model group had lower recognition index of new objects than the blank group (P<0.01). In addition, the modeling caused reduced neurons with sparse distribution and deformed, broken, and irregular nucleoli and down-regulated the mRNA and protein levels of PGC-1α, NRF-1, and TFAM in the cortex (P<0.01). Compared with the model group, piracetam and Naozhenning improved the mental state, coat color, food intake, and activities of rats. In the open field test, piracetam and Naozhenning increased the total movement distance, the times of entering the central grid, and the times of rearing and shortened the resting time (P<0.05, P<0.01). The piracetam and Naozhenning groups had higher recognition index of new objects than the model group (P<0.05, P<0.01). Compared with the model group, the piracetam and Naozhenning groups showed increased neurons with tight arrangement and large and round nuclei, and some cells with irregular morphology and turbid cytoplasm. Furthermore, piracetam and medium-dose Naozhenning upregulated the protein levels of PGC-1α, NRF-1, and TFAM (P<0.01). Low-dose Naozhenning upregulated the protein levels of NRF-1 and TFAM (P<0.01), and high-dose Naozhenning upregulated the protein levels of PGC-1α and TFAM in the cortex (P<0.01). The mRNA levels of PGC-1α, NRF-1, and TFAM in the cortex were upregulated in the piracetam group and Naozhenning groups (P<0.05, P<0.01). ConclusionNaozhenning granules can improve the motor, memory, and learning, repair the neuronal damage, and protect the nerve function in the rat model of MCC by promoting mitochondrial biosynthesis.
9.The Genetic Polymorphism and Structural Analysis of 47 Microhaplotypes in a Jiangsu Changshu Chinese Han Population
Kun-Peng PAN ; Yao-Sen FENG ; Wen-Shuai YU ; Zong-Wei LIU ; Yi-Ren YAO ; Jie ZHAO ; Ke-Lai KANG ; Chi ZHANG ; Le WANG ; Jian WU
Progress in Biochemistry and Biophysics 2024;51(2):423-434
ObjectiveTo investigate the genetic polymorphism and structure of 47 autosomal microhaplotypes in the Han population in Changshu City, Jiangsu Province, and to evaluate the forensic efficiencies and forensic parameters. MethodsThe DNA library of unrelated individual samples was prepared according to MHSeqTyper47 kit manual and sequenced on the MiSeq FGx platform. Microhaplotype genotyping and sequencing depth statistics were processed using MHTyper. The genetic information of samples was then evaluated. The fixation index and genetic distance between the Jiangsu Changshu population and the reference populations in the 1000 Genomes Project phase 3 (1KG) were calculated, and forensic parameters were evaluated. ResultsThe fixation index and genetic distance between the Han population in Changshu, Jiangsu, and the CHB (Han Chinese in Beijing, China) reference population in 1KG were the lowest. The effective allele number (Ae) of each locus is also the closest between the two populations. The combined matching probability (CMP) of the Changshu Han population is close to the 5 populations of the East Asian reference super-population in 1KG, which is 1.25×10-36, and the combined probability of exclusion reached 0.999 999 999 964 1. ConclusionThis study reported the genetic polymorphism and allele frequency of 47 microhaplotypes in a Han population in Changshu City, Jiangsu Province. This information provides a data basis for 47 microhaplotypes in forensic applications. In addition, the polymorphism differences between the 1KG reference population and the Han population in Changshu, Jiangsu were compared, and the genetic structure of 47 microhaplotypes in the Han population in Changshu, Jiangsu was revealed. In general, the reference data of the East Asian super-population in 1KG is more in line with the genetic characteristics of Han population in Changshu, Jiangsu.
10.Prediction and risk factor analysis of new-onset conduction disturbance after transcatheter aortic valve replacement
Jia-Le LIU ; Ze-Wei CHEN ; Yan-Feng YI ; Yi-Rui TANG ; Zhen-Fei FANG
Chinese Journal of Interventional Cardiology 2024;32(1):32-38
Objective To explore the relevant factors of new-onset conduction disturbance(NOCD)after transcatheter aortic valve replacement(TAVR),such as anatomical structure,device type,surgical strategies,etc.,discover relevant predictive factors,and establish a predictive model to assess the risk of conduction blockages.Methods From January 2016 to March 2022,clinical data of symptomatic patients with severe aortic valve stenosis or severe regurgitation who underwent TAVR at Xiangya Second Hospital of Central South University were collected through the hospital information system and imaging database.ECG,echocardiography,CTA,surgical materials,etc.,were extracted and analyzed by specialists.SPSS software was used for statistical analysis,and a multi-factor regression prediction model for NOCDwas built.Results A total of 184 patients were included,the occurrence rate of NOCD after TAVR was 31.0%,pure regurgitation patients'NOCD occurrence rate was 63.6%(7/11).The NOCD group had a larger aortic angles[(57.7±10.3)°vs.(52.0±9.0)°,P<0.001],larger Oversizing[(129±28)%vs.(120±21)%,P=0.018],deeper implantation depth[(7.2±5.1)mm vs.(4.8±4.2)mm,P=0.001],and higher pure regurgitation patients'proportion[12.3%vs.3.1%,P=0.037]than the non-NOCD group.Multifactorial Logistic regression analysis indicated that an aorta angle>54.5°(OR 3.78,95%CI 1.86-7.63,P<0.001)or implantation depth>5.7 mm(OR 3.39,95%CI 1.68-6.85,P<0.001)are independent risk factors for new onset conduction disturbances after TAVR,and a predictive model was established with aortic angle,implantation depth,and Oversizing ratio as variables.The receiver operating characteristics curve showed area under ROC curve 0.709,95%CI 0.623-0.795,predicting NOCD after TAVR.Conclusions A retrospective analysis carried out at a single center discovered that the aortic angle in the NOCD group was larger than that in the non-NOCD group,the Oversizing ratio was higher,the implantation location was deeper,and there was a higher proportion of patients with pure regurgitation lesions.An aortic angle greater than 54.5°or an implantation depth more than 5.7 mm were identified as independent risk factors for NOCD after TAVR.

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