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.Autophagy in skeletal muscle dysfunction of chronic obstructive pulmonary disease: implications, mechanisms, and perspectives.
Xiaoyu HAN ; Peijun LI ; Meiling JIANG ; Yuanyuan CAO ; Yingqi WANG ; Linhong JIANG ; Xiaodan LIU ; Weibing WU
Journal of Zhejiang University. Science. B 2025;26(3):227-239
Skeletal muscle dysfunction is a common extrapulmonary comorbidity of chronic obstructive pulmonary disease (COPD) and is associated with decreased quality-of-life and survival in patients. The autophagy lysosome pathway is one of the proteolytic systems that significantly affect skeletal muscle structure and function. Intriguingly, both promoting and inhibiting autophagy have been observed to improve COPD skeletal muscle dysfunction, yet the mechanism is unclear. This paper first reviewed the effects of macroautophagy and mitophagy on the structure and function of skeletal muscle in COPD, and then explored the mechanism of autophagy mediating the dysfunction of skeletal muscle in COPD. The results showed that macroautophagy- and mitophagy-related proteins were significantly increased in COPD skeletal muscle. Promoting macroautophagy in COPD improves myogenesis and replication capacity of muscle satellite cells, while inhibiting macroautophagy in COPD myotubes increases their diameters. Mitophagy helps to maintain mitochondrial homeostasis by removing impaired mitochondria in COPD. Autophagy is a promising target for improving COPD skeletal muscle dysfunction, and further research should be conducted to elucidate the specific mechanisms by which autophagy mediates COPD skeletal muscle dysfunction, with the aim of enhancing our understanding in this field.
Pulmonary Disease, Chronic Obstructive/physiopathology*
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Autophagy/physiology*
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Humans
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Muscle, Skeletal/pathology*
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Mitophagy
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Animals
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Mitochondria/metabolism*
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Lysosomes
3.Analysis of the association between serum γ-aminobutyric acid levels and the risk of type 2 diabetes mellitus
Yingtan Nie ; Yanfang Li ; Jinke Han ; Feifei Wu ; Xiaodan Wang ; Li Lin ; Zhen Yan
Acta Universitatis Medicinalis Anhui 2025;60(1):136-141
Objective :
To explore the association between serum γ-aminobutyric acid ( GABA) levels and the risk of developing type 2 diabetes( T2DM) .
Methods :
187 cases of T2DM patients attending the hospital were selected as the T2DM group,and 187 cases of non-T2DM population attending the same period of time were selected as the control group according to age ( ± 3 years) and gender 1 ∶ 1.On-site questionnaires and physical examination were conducted for the study subjects,and serum levels of GABA,Malondialdehyde ( MDA) and activities of superoxide dismutase ( SOD) and Glutathione peroxidase ( GSH-Px) were detected by using ELISA kits.The differences in the levels of GABA and oxidative stress indicators ( SOD,GSH-Px,MDA) between the two groups were compared, and the correlation between GABA and oxidative stress indicators was analyzed by Spearman's method; GABA and oxidative stress indicators were divided into three groups according to their control quartiles,respectively [low level group ( Q1: <P25) ,medium level group ( Q2: P25 -P75) ,high level group ( Q3: >P75) ],and conditional logistic regression was applied to analyze the relationship between GABA,oxidative stress indicators and the risk of develo- ping T2DM; the dose-response relationship between GABA,oxidative stress indicators and the risk of developing T2DM was analyzed by using restricted cubic spline ( RCS) .
Results :
T2DM group ( P<0. 05) .Spearman's correlation analysis showed that GABA level was positively correlated with SOD and GSH-Px activities and negatively correlated with MDA level ( P<0. 001) .Conditional logistic regression analysis showed that medium levels of SOD and GSH-Px as well as medium and high levels of GABA were protective factors for T2DM compared with low levels in each group ( P<0. 05) .RCS results showed that a negative dose-response relationship between GABA,GSH-Px and the risk of developing T2DM,and SOD showed a trend of decreasing and then increasing the risk of developing T2DM ( P<0. 05) .
Conclusion
Serum GABA levels have been associated with the risk of developing T2DM.As serum GABA levels increase,the risk of developing T2DM may decrease.
4.The relationship between PD-1 gene single nucleotide polymorphism and long-term survival in non-small cell lung cancer patients
Junpei WU ; Quan FANG ; Xiaodan ZHU
Journal of Chinese Physician 2024;26(4):568-572
Objective:To explore the relationship between single nucleotide polymorphism of programmed cell death 1 (PD-1) gene and long-term survival in non-small cell lung cancer (NSCLC) patients.Methods:Eighty NSCLC patients admitted to the Yiwu Central Hospital from June 2020 to June 2022 were selected. Polymerase chain reaction restriction fragment length polymorphism was used to detect the PD-1.1 (rs36084323) and PD-1.5 (rs2227981) polymorphisms in the peripheral blood of the patients. Follow-up statistics were conducted on the progression free survival (PFS) and overall survival (OS) of NSCLC patients. We also analyzed the correlation between PD-1 genotype and clinical parameters in non-small cell lung cancer patients. And Cox univariate and multivariate analyses were used to evaluate the influencing factors of PFS and OS in NSCLC patients.Results:The proportion of PD-1.1 AA, AG, and GG genotypes in NSCLC patients was 30.00%, 50.00%, and 20.00%, respectively, while the proportion of PD-1.5 CC, CT, and TT genotypes in NSCLC patients was 55.00%, 38.75%, and 6.25%, respectively. The differences were not statistically significant (all P>0.05). PD-1.1 genotype was correlated with differentiation degree ( P<0.05); PD-1.5 genotype was associated with lymph node metastasis ( P<0.05). The median PFS of patients with PD-1.1 genotype AA, AG, and GG were 15.00(95% CI: 1.65-28.35)months, 15.00(95% CI: 10.53-19.47)months, and 11.00(95% CI: 5.12-16.88)months, respectively. The median OS was 30.00(95% CI: 23.58-36.42)months, 31.00(95% CI: 29.45-32.56)months, and 22.00(95% CI: 11.56-32.44)months, respectively. There was no statistically significant difference in PFS and OS among the three genotypes (all P>0.05). The median PFS of patients with PD-1.5 locus CC and CT+ TT genotypes were 18.00(95% CI: 12.47-23.53)months and 10.00(95% CI: 6.47-13.53)months, respectively. The median OS was 32.00(95% CI: 29.86-34.14)months and 22.00(95% CI: 15.25-28.75)months, respectively, and the differences were statistically significant (all P<0.05). The Cox multivariate analysis results showed that clinical stage, lymph node metastasis, and PD-1.5 locus genotype were independent influencing factors for PFS in NSCLC patients (all P<0.05); Age, clinical stage, lymph node metastasis, and PD-1.5 locus genotype are independent influencing factors for OS (all P<0.05). Conclusions:The PD-1.5 locus polymorphism is associated with long-term survival in NSCLC patients, providing new research ideas for the mechanism research and targeted therapy of NSCLC.
5.Effects of dexamethasone on short-term and long-term outcomes in late preterm infants with twin pregnancy: an observational study
Xiaodan ZHANG ; Yuan WEI ; Tianchen WU ; Yangyu ZHAO ; Xiaodan LIU ; Pengbo YUAN ; Ying WANG
Chinese Journal of Obstetrics and Gynecology 2024;59(9):675-681
Objective:To investigate the effect of prenatal dexamethasone on short-term outcomes and long-term neurological development in late preterm infants with twin pregnancy.Methods:A total of 315 pregnant women with twin pregnancy and their preterm infants who delivered in Peking University Third Hospital from January 2019 to December 2022 were retrospectively analyzed. The clinical data of pregnant women and preterm infants were collected. They were divided into non-medication group (93 pregnant women and 186 preterm infants), medication after 34 weeks group (123 pregnant women and 246 preterm infants), and medication before 34 weeks group (99 pregnant women and 198 preterm infants). Short-term outcomes of preterm infants were analyzed, including the incidence of neonatal respiratory distress syndrome (NRDS), wet lung, hypoglycemia, neonatal septicemia, intraventricular hemorrhage (IVH), bronchopulmonary dysplasia (BPD) and neonatal necrotizing enterocolitis (NEC). "Ages and Stages Questionnaire-Third Edition (ASQ-3) scale" was used to follow up the late neurological development of preterm infants at the corrected age of 6-54 months, and the level of neurological development was compared.Results:(1) General conditions: the gestational age at delivery in the non-medication group [36.1 weeks (35.6, 36.6 weeks)] was later than that in the medication after 34 weeks group [36.1 weeks (35.2, 36.4 weeks)] and medication before 34 weeks group [35.2 weeks (34.2, 36.2 weeks)] groups, and the differences were statistically significant (all P<0.05). After correcting for gestational age, there was no significant difference in birth weight among the three groups ( H=3.808, P=0.149). There were no significant differences in gender and the proportion of small for gestational age among the three groups (all P>0.05). (2) Short-term outcome: the incidence of wet lung was 7.0% (13/186), 11.0% (27/246) and 16.2% (32/198) in the non-medication group, medication after 34 weeks group and medication before 34 weeks group, respectively, and the difference was statistically significant ( P=0.018). There were no significant differences in the incidence rates of NRDS, hypoglycemia, sepsis, IVH, BPD, and NEC among the three groups (all P>0.05). Logistic regression analysis with gestational age and newborn birth weight as confounding factors showed that early gestational age ( OR=0.884, 95% CI: 0.837-0.933, P<0.001) and increased incidence of selective intrauterine growth restriction type I ( OR=2.967, 95% CI: 1.153-7.639, P=0.024) could both lead to an increased incidence of wet lung. (3) Long-term outcomes: a total of 109 pregnant women completed the follow-up, and 218 preterm infants with a corrected age of 6-54 months at the end of follow-up were enrolled, including 86 cases in the non-medication group, 66 cases in the medication after 34 weeks group, and 66 cases in the medication before 34 weeks group. There were no significant differences in the scores of communication, gross motor, fine motor, problem solving and personal-social among the three groups (all P>0.05). Conclusion:Prenatal administration of a single course of dexamethasone does not affect the neonatal birth weight and short-term outcomes of twin late preterm infants, and has no adverse effect on the neurological development of twin late preterm infants with a corrected age of 6-54 months.
6.Analysis on influencing factors of severity in patients with type 2 diabetes mellitus complicating cerebral small vessel disease
Juan JI ; Ming LI ; Tianchen WU ; Xiaodan SUN ; Xuesu WU ; Wenwen KONG
Chongqing Medicine 2024;53(15):2277-2283
Objective To screen and analyze the influencing factors of severity in the patients with type 2 diabetes mellitus (T2DM) complicating cerebral small vessel disease (CSVD).Methods A total of 519 pa-tients with T2DM complicating CSVD admitted and treated in Nanjing Municipal Hospital of Traditional Chi-nese Medicine from June 2018 to May 2023 were selected and divided into the mild group (n=214) and the se-vere group (n=305) according to the CSVD imageological score.The relevant demographic,laboratory and imageological indicators were collected.The influencing factors of T2DM complicating CSVD were screened out by the LASSO and Logistic regression analysis and the predictive model was established.The receiver op-erating characteristic (ROC) curve,goodness of fit evaluation and restricted cubic spline (RCS) fitting curve were drawn to analyze the dose-response relationship between Cys C,albumin/globulin (A/G) ratio with the disease severity.Results The male proportion and age in the severe group were greater than those in the mild group,neutrophil,systemic immune-inflammation index (SII),creatinine (Crea),uric acid (UA),Urea (Ure-a),D-dimer (D-D),lactate dehydrogenase (LDH),adenosine deaminase (ADA),globulin (GLB) and Cys C were higher than those in the mild group,lymphocyte,ALT,High density Lipoprotein-cholesterol (HDL-C),serum cholinesterase (CHE),prealbumin (PAB),and A/G were lower than those in the mild group,and the differences were statistically significant (P<0.05).LASSO and logistic regression analysis showed that the gender,age,A/G and Cys C were the independent influencing factors in the patients with T2DM complicating CSVD.The area under the curve (AUC) of this model was 0.658 (95%CI:0.610-0.706) with goodness of fit (P=0.520).The RCS fitting curves showed that serum Cys C≥0.618 mg/L had a linear relationship with CSVD imageological score (P=0.035),and A/G≥1.268 had a nonlinear relationship with CSVD imageologi-cal score (P=0.007).Conclusion The advanced age,male,increased Cys C level and decreased A/G in the pa-tients with T2DM complicating CSVD are the independent risk factors for the severity of whole brain damage.
7.Analysis of characteristic factors and establishment of diagnostic model for hyperuricemia caused renal impairment
Xiaodan SUN ; Tianchen WU ; Ming LI ; Juan JI ; Xuesu WU ; Wenwen KONG
Chongqing Medicine 2024;53(18):2750-2754,2760
Objective To screen the characteristic factors of renal impairment occurrence in the patients with hyperuricemia,and to analyze its diagnostic value and establish a diagnostic model.Methods A total of 2405 inpatients with diagnosed hyperuricemia in the Nanjing Municipal Hospital of Traditional Chinese Medi-cine,Nanjing University of Traditional Chinese Medicine from December 2018 to December 2022 were selected and divided into the kidney lesion group (n=1343) and the non-kidney lesion group (n=1062) according to eGFR.The characteristic factors of hyperuricemia caused renal impairment were screened and analyzed by Lasso and logistic regression and the diagnostic model was constructed.The diagnostic value of characteristic factors and diagnostic model were evaluated by the receiver operating characteristic (ROC) curve,and the change rule between the characteristic factors and the results was found by the restricted cubic splines (RCS) fitting.Results The age,uric acid (UA),cystatin-C (Cys-C) and retinol-binding protein (RBP) were the characteristic factors of hyperuricemia caused renal impairment.The combined diagnostic model:logit (P)=-8.70+0.602×age (10 years old)+0.033×UA (10 μmol/L)+0.277×Cys-C (0.1 mg/L)+0.189×RBP (10 mg/L),the area under the ROC curve (AUC) of the combined diagnosis model was 0.893 (95%CI:0.880-0.905).For every 10 μmol/L increase in blood UA,the risk of renal impairment occurrence in hyperurice-mia was increased by 3%;for every 10 years increase in age,the risk of renal impairment occurrence in hyperu-ricemia was increased by 83%;for every 10 mg/L increase in RBP,the risk of kidney damage occurrence of re-nal impairment in hyperuricemia was increased by 21%;for every 0.1 mg/L increase in Cys-C,the risk of re-nal impairment occurrence in hyperuricemia was increased by 32%.Conclusion The combined diagnostic model for whether the renal impairment in the patients with hyperuricemia occurring has good diagnostic val-ue,and Cys-C deserves more attention.
8.Establishment of role function of position among oncology genetic nurses
Xiaodan WU ; Xian WANG ; Chaonan JIANG ; Qianqian DU ; Peirong DING ; Li LIU
Chinese Journal of Practical Nursing 2024;40(1):34-42
Objective:Based on the needs of advanced nursing practice development, to establish an indicator system of role function of position of oncology genetic nurses suitable for our national condition, and to provide a basis for position establishing of nocology genetic nurses.Methods:Initial indexes were generated through the literature review and semi-structured interviews. From September to December 2022, two rounds of expert consultations and analytic hierarchy process were conducted to establish the evaluation index for role function of position of oncology genetic nurses.Results:A total of 43 experts were included in the study, the response rates of 2 rounds were 93.62%(44/47) and 97.73%(43/44), and the authority coefficients of the experts were 0.821 and 0.853. The Kendall′s coefficients of concordance for the 2 rounds of consultations were 0.100-0.150 (all P<0.01) and 0.101-0.237 (all P<0.01). Finally, the role function system of position for oncology genetic nurses was formed, which consisted of 5 first-level indexes, 17 second-level indexes and 86 third-level indexes. Conclusions:The system of role function of position for oncology genetic nurses is reasonable, scientific and reliable, professional and specific, which can provide a theoretical reference for the development of advanced nursing practice on hereditary oncology in China.
9.Effects of Insulin on BMSCs Differentiation in Type 2 Diabetic Rats under Different Exercise Conditions
Xiaodan WU ; He GONG ; Peipei SHI ; Xiaorong HU
Journal of Medical Biomechanics 2024;39(4):615-622
Objective To investigate the effects of insulin therapy on the mechanical behavior of solids,characteristics of fluid flow,and bone marrow stromal cells(BMSCs)differentiation in the distal femoral cancellous bone of type 2 diabetic rats under normal activity and vigorous exercise conditions.Methods The finite element models of cancellous bones and fluids in the distal femurs of rats in the control,diabetes,treatment,and placebo groups in 4-week and 8-week insulin treatment experiments under normal activity and vigorous exercise conditions were established based on micro-CT scanning images.The mechanical and cell differentiation parameters of the models in each group were analyzed using the fluid-solid interaction numerical simulation method.Correlations between mechanical,cell differentiation,and microstructural morphology parameters were also analyzed.Results Insulin therapy under normal activity and vigorous exercise conditions improved the solid and fluid mechanical parameters and BMSC differentiation parameters in type 2 diabetic rats.In the 4-week experiment,insulin treatment under normal activity and vigorous exercise conditions increased the differentiation areas of bone in type 2 diabetic rats from 64.024%to 69.372%and from 73.225%to 75.336%,respectively;in the 8-week experiment,insulin treatment under normal activity and vigorous exercise conditions increased the differentiation areas of bone in type 2 diabetic rats from 67.239%to 72.910%and from 76.147%to 78.291%,respectively.Morphological parameters BV/TV,Tb.N,Tb.Th,Tb.Sp,and structure model index were significantly correlated with the differentiation areas of the bone and cartilage(P<0.05).Conclusions Under vigorous exercise conditions,BMSCs on the surface of cancellous bone in the 8-week insulin treatment group were more likely to differentiate into bone tissue.This study is of great significance for further understanding the effects of insulin on the bone under normal activity and vigorous exercise conditions,and provides theoretical guidance for the selection of the insulin therapy cycle and exercise mode in the clinical treatment of type 2 diabetes.
10.Effect of Dihuang Yinzi Decoction (地黄饮子)on Retinal Insulin Content and Insulin Signaling Pathway Related Protein Expression in Alzheimer's Disease Model Mice
Dongyan WU ; Wanwei GUI ; Xiaodan WANG ; Qinqing LI ; Jinmiao CHAI ; Junlong ZHANG
Journal of Traditional Chinese Medicine 2024;65(15):1593-1601
ObjectiveTo observe the possible mechanism of Dihuang Yinzi Decoction (地黄饮子) for improving cognitive dysfunction in Alzheimer's disease (AD) from the perspective of retina. MethodsForty-five APP/PS1 mice (AD model mice) were randomly divided into model group, Dihuang Yinzi Decoction group, and memantine group, with 15 mice in each group, while 15 wild-type C57BL/6J mice from the same litter were used as blank group. Mice in Dihuang Yinzi Decoction group were given Dihuang Yinzi Decoction 30.03 g/(kg·d) by gavage, mice in the memantine group were given memantine hydrochloride 6.1 mg/(kg·d) by gavage, and mice in the blank group and the model group were given normal saline 2 ml/(kg·d) by gavage for 4 consecutive weeks. Fasting blood glucose was measured weekly. After 4 weeks of intervention, oral glucose tolerance test (OGTT) and insulin tolerance test (ITT) were performed; Morris water maze was used to detect the changes in spatial memory ability of mice; glucose oxidase method was used to detect retinal glucose content of mice; enzyme-linked immunosorbent assay (ELISA) was used to detect serum and retinal insulin content of mice, and Homeostatic Model Assessment of insulin resistance (HOMA-IR) was calculated. Hematoxylin-eosin (HE) staining was performed to observe the histopathological changes in the retina, and the retinal thickness and ganglion cell number were counted; protein immunoblotting was performed to detect the retinal pathway-associated proteins [insulin receptor substrate 1 (IRS1), phosphorylated insulin receptor substrate 1 (pIRS1), phosphatidylinositol-3-hydroxykinase (PI3K), protein kinase B (Akt1), phosphorylated protein kinase B (pAkt1)] expression; retinal glucose transporter protein 4 (GLUT4) expression was detected by immunohistochemistry. ResultsCompared with the blank group, fasting blood glucose of mice in the model group at weeks 1, 2, 3, and 4, blood glucose and area under the curve (AUC) at different time point of OGTT and ITT test, fasting serum insulin, and HOMA-IR increased (P<0.05, P<0.01); in the Morris water maze experiment, the escape latency increased from day 3 to day 5, and the number of crossing platforms, the percentage of target quadrant distance, and the percentage of target quadrant time decreased (P<0.05, P<0.01); the outer nuclear layer of the retina became sparse, thinner, and the number of ganglion cells decreases (P<0.01); the expression level of retinal glucose increased, while the expression levels of insulin, pIRS1/IRS1, PI3K/β-Actin, pAkt1/Akt1, and GLUT4 proteins decreased (P<0.01). Compared with the model group, fasting blood glucose at week 4, blood glucose at each time point of the OGTT and ITT tests AUC decreased (P<0.05, P<0.01), and fasting serum insulin and HOMA-IR decreased (P<0.05) in Dihuang Yinzi Decoction group; In the Morris water maze test, the escape latency shortened on day 4 and day 5, number of platform crossings, target quadrant distance as a proportion of total distance, and target quadrant movement time as a proportion of total time decreased (P<0.05, P<0.01); retinal pathological changes alleviated, and retinal thickness and ganglion cell number increased (P<0.01); retinal glucose content decreased, and retinal pIRS1/IRS1, PI3K/β-Actin, and GLUT4 protein expression elevated (P<0.05 or P<0.01). ConclusionsDihuang Yinzi Decoction can improve cognitive dysfunction of Alzheimer's disease, which may be related to regulating retinal insulin content and insulin signaling pathway.


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