1.Application of large language models in disease diagnosis and treatment.
Xintian YANG ; Tongxin LI ; Qin SU ; Yaling LIU ; Chenxi KANG ; Yong LYU ; Lina ZHAO ; Yongzhan NIE ; Yanglin PAN
Chinese Medical Journal 2025;138(2):130-142
Large language models (LLMs) such as ChatGPT, Claude, Llama, and Qwen are emerging as transformative technologies for the diagnosis and treatment of various diseases. With their exceptional long-context reasoning capabilities, LLMs are proficient in clinically relevant tasks, particularly in medical text analysis and interactive dialogue. They can enhance diagnostic accuracy by processing vast amounts of patient data and medical literature and have demonstrated their utility in diagnosing common diseases and facilitating the identification of rare diseases by recognizing subtle patterns in symptoms and test results. Building on their image-recognition abilities, multimodal LLMs (MLLMs) show promising potential for diagnosis based on radiography, chest computed tomography (CT), electrocardiography (ECG), and common pathological images. These models can also assist in treatment planning by suggesting evidence-based interventions and improving clinical decision support systems through integrated analysis of patient records. Despite these promising developments, significant challenges persist regarding the use of LLMs in medicine, including concerns regarding algorithmic bias, the potential for hallucinations, and the need for rigorous clinical validation. Ethical considerations also underscore the importance of maintaining the function of supervision in clinical practice. This paper highlights the rapid advancements in research on the diagnostic and therapeutic applications of LLMs across different medical disciplines and emphasizes the importance of policymaking, ethical supervision, and multidisciplinary collaboration in promoting more effective and safer clinical applications of LLMs. Future directions include the integration of proprietary clinical knowledge, the investigation of open-source and customized models, and the evaluation of real-time effects in clinical diagnosis and treatment practices.
Humans
;
Large Language Models
;
Tomography, X-Ray Computed
2.Difference of compensatory mechanisms in bilateral knee osteoarthritis patients of varying severity.
Bo HU ; Junqing WANG ; Hui ZHANG ; Tao DENG ; Yong NIE ; Kang LI
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(7):861-868
OBJECTIVE:
To investigate the load distribution on the more painful and less painful limbs in patients with mild-to-moderate and severe bilateral knee osteoarthritis (KOA) and explore the compensatory mechanisms in both limbs among bilateral KOA patients with different severity levels.
METHODS:
A total of 113 participants were enrolled between July 2022 and September 2023. This cohort comprised 43 patients with mild-to-moderate bilateral KOA (Kellgren-Lawrence grade 2-3), 43 patients with severe bilateral KOA (Kellgren-Lawrence grade 4), and 27 healthy volunteers (healthy control group). The visual analogue scale (VAS) score for pain, the Hospital for Special Surgery (HSS) score, passive knee range of motion (ROM), and hip-knee-ankle angle (HKA) were used to assess walking pain intensity, joint function, and lower limb alignment in KOA patients, respectively. Motion trajectories of reflective markers and ground reaction force data during walking were captured using a gait analysis system. Musculoskeletal modeling was then employed to calculate biomechanical parameters, including the peak knee adduction moment (KAM), KAM impulse, peak joint contact force (JCF), and peak medial/lateral contact forces (MCF/LCF). Statistical analyses were performed to compare differences in clinical and gait parameters between bilateral limbs. Additionally, one-dimensional statistical parametric mapping was utilized to analyze temporal gait data.
RESULTS:
Mild-to-moderate KOA patients showed the significantly higher HSS score (67.7±7.9) than severe KOA patients (51.9±8.9; t=8.747, P<0.001). The more painful limb in all KOA patients exhibited significantly greater HKA and higher VAS scores compared to the less painful limb ( P<0.05). While bilateral knee ROM did not differ significantly in mild-to-moderate KOA patients ( P>0.05), the severe KOA patients had significantly reduced ROM in the more painful limb versus the less painful limb ( P<0.05). Healthy controls showed no significant bilateral difference in any biomechanical parameters ( P>0.05). All KOA patients demonstrated longer stance time on the less painful limb ( P<0.05). Critically, severe KOA patients exhibited significantly higher peak KAM, KAM impulse, and peak MCF in the more painful limb ( P<0.05), while mild-to-moderate KOA patients showed the opposite pattern with lower peak KAM and KAM impulse in the more painful limb ( P<0.05) and a similar trend for peak MCF.
CONCLUSION
Patients with mild-to-moderate KOA effectively reduce load on the more painful limb through compensatory mechanisms in the less painful limb. Conversely, severe bilateral varus deformities in advanced KOA patients nullify compensatory capacity in the less painful limb, paradoxically increasing load on the more painful limb. This dichotomy necessitates personalized management strategies tailored to disease severity.
Humans
;
Osteoarthritis, Knee/physiopathology*
;
Range of Motion, Articular
;
Male
;
Female
;
Middle Aged
;
Biomechanical Phenomena
;
Knee Joint/physiopathology*
;
Pain Measurement
;
Severity of Illness Index
;
Aged
;
Gait/physiology*
;
Walking/physiology*
;
Case-Control Studies
;
Adult
;
Weight-Bearing
3.Research progress of heme oxygenase-1 in neurodegenerative diseases
Shuai-Tian YANG ; Jun-Yao FEI ; Nuo XU ; Yong-Kang YIN ; Yu-Jia JIANG ; Zheng NIE
Journal of Regional Anatomy and Operative Surgery 2024;33(5):460-463
Heme oxygenase-1(HO-1)is an inducible heme oxygenase and a catalytic enzyme for heme decomposition reactions,which can catalyze the heme decomposition into CO,biliverdin and Fe2+.HO-1 and its metabolites have anti-inflammatory,antioxidant and anti-apoptotic effects in human body,and play an important role in neurodegenerative diseases such as Alzheimer's disease,Parkinson's disease,amyotrophic lateral sclerosis,and Huntington's disease.This article will review the production,distribution,and gene structure of HO-1,the biological characteristics of its metabolites,and the role and mechanism of HO-1 in neurodegenerative diseases,in order to provide a theoretical basis for the clinical application of HO-1.
4.Development and validation of a CT-based radiomics model for differentiating pneumonia-like primary pulmonary lymphoma from infectious pneumonia: A multicenter study.
Xinxin YU ; Bing KANG ; Pei NIE ; Yan DENG ; Zixin LIU ; Ning MAO ; Yahui AN ; Jingxu XU ; Chencui HUANG ; Yong HUANG ; Yonggao ZHANG ; Yang HOU ; Longjiang ZHANG ; Zhanguo SUN ; Baosen ZHU ; Rongchao SHI ; Shuai ZHANG ; Cong SUN ; Ximing WANG
Chinese Medical Journal 2023;136(10):1188-1197
BACKGROUND:
Pneumonia-like primary pulmonary lymphoma (PPL) was commonly misdiagnosed as infectious pneumonia, leading to delayed treatment. The purpose of this study was to establish a computed tomography (CT)-based radiomics model to differentiate pneumonia-like PPL from infectious pneumonia.
METHODS:
In this retrospective study, 79 patients with pneumonia-like PPL and 176 patients with infectious pneumonia from 12 medical centers were enrolled. Patients from center 1 to center 7 were assigned to the training or validation cohort, and the remaining patients from other centers were used as the external test cohort. Radiomics features were extracted from CT images. A three-step procedure was applied for radiomics feature selection and radiomics signature building, including the inter- and intra-class correlation coefficients (ICCs), a one-way analysis of variance (ANOVA), and least absolute shrinkage and selection operator (LASSO). Univariate and multivariate analyses were used to identify the significant clinicoradiological variables and construct a clinical factor model. Two radiologists reviewed the CT images for the external test set. Performance of the radiomics model, clinical factor model, and each radiologist were assessed by receiver operating characteristic, and area under the curve (AUC) was compared.
RESULTS:
A total of 144 patients (44 with pneumonia-like PPL and 100 infectious pneumonia) were in the training cohort, 38 patients (12 with pneumonia-like PPL and 26 infectious pneumonia) were in the validation cohort, and 73 patients (23 with pneumonia-like PPL and 50 infectious pneumonia) were in the external test cohort. Twenty-three radiomics features were selected to build the radiomics model, which yielded AUCs of 0.95 (95% confidence interval [CI]: 0.94-0.99), 0.93 (95% CI: 0.85-0.98), and 0.94 (95% CI: 0.87-0.99) in the training, validation, and external test cohort, respectively. The AUCs for the two readers and clinical factor model were 0.74 (95% CI: 0.63-0.83), 0.72 (95% CI: 0.62-0.82), and 0.73 (95% CI: 0.62-0.84) in the external test cohort, respectively. The radiomics model outperformed both the readers' interpretation and clinical factor model ( P <0.05).
CONCLUSIONS
The CT-based radiomics model may provide an effective and non-invasive tool to differentiate pneumonia-like PPL from infectious pneumonia, which might provide assistance for clinicians in tailoring precise therapy.
Humans
;
Retrospective Studies
;
Pneumonia/diagnostic imaging*
;
Analysis of Variance
;
Tomography, X-Ray Computed
;
Lymphoma/diagnostic imaging*
5.An investigation of digestive healthcare workers and new chatbots on knowledge of endoscopic screening of gastrointestinal cancers
Yaling LIU ; Yong LYU ; Chenxi KANG ; Xiangping WANG ; Jing LI ; Ling WANG ; Haiying WANG ; Yongzhan NIE ; Kaichun WU ; Yanglin PAN
Chinese Journal of Digestive Endoscopy 2023;40(11):892-899
Objective:To compare the knowledge of endoscopic screening of gastrointestinal cancers between digestive healthcare workers and new chatbots (chatGPT and new Bing).Methods:A test with twenty-three questions of endoscopic screening of gastrointestinal cancers was conducted, focusing on the appropriate age of screening, high-risk factors, the follow-up time, and the advantages and risks of digestive endoscopy. Digestive healthcare workers were invited to complete the test through electronic questionnaires. New Bing and chatGPT were used to answer each question for 10 rounds. The primary endpoint was the correct rate of all answers. The answer accuracy between digestive healthcare workers and new chatbots were compared using variance analysis, and the factors that affected the accuracy of the answers in digestive healthcare workers were explored using univariate and multivariable liner regression analysis.Results:The results of the test completed by 76 digestive healthcare workers (21 residents, 28 digestive nurses, and 27 digestive doctors) were analyzed. The accuracies were 36.4%±10.9%, 34.5%±10.2%, 52.2%± 12.6%, 46.3%±9.8% and 67.1%±9.3% in residents, digestive nurses, digestive doctors, chatGPT, and new Bing, respectively, with significant difference ( F=22.6, P<0.001). The accuracy was highest in new Bing ( P<0.001). The accuracy was comparable between chatGPT and digestive doctors (LSD- t=-1.398, P=0.166), and both higher than that of digestive nurses (LSD- t=2.956, P=0.004; LSD- t=5.955, P<0.001) and residents (LSD- t=2.402, P=0.018; LSD- t=4.951, P<0.001). Furthermore, the accuracy was comparable between digestive nurses and residents (LSD- t=-0.574, P=0.567). Compared with new Bing, digestive doctors had lower accuracy in answering questions related to adverse events of screening, follow-up recommendation of intestinal metaplasia, high risk factors and screening methods for colon cancer ( P<0.05), but higher accuracy in answering questions related to endoscopic adverse events and screening methods for esophageal cancer ( P<0.05). Multivariable liner regression analysis showed that being digestive doctors ( β=11.7, t=3.054, P=0.003) and questionnaire response time (≥7.6 min) ( β=7.8, t=2.894, P=0.005) were independent factors for the answer accuracy of digestive healthcare workers. Conclusion:Compared with digestive healthcare workers, New chatbots—new Bing has higher accuracy in answering gastrointestinal cancer screening-related questions, but performs poorly in answering questions such as adverse events of endoscopy and screening methods for esophageal cancer.
6.Effects of Outdoor Temperature on Blood Pressure in a Prospective Cohort of Northwest China.
Shan ZHENG ; Min Zhen WANG ; Zhi Yuan CHENG ; Feng KANG ; Yong Hong NIE ; Xiu Ying MI ; Hai Yan LI ; Lan JIN ; Ya Wei ZHANG ; Ya Na BAI
Biomedical and Environmental Sciences 2021;34(2):89-100
Objective:
The relationship between outdoor temperature and blood pressure (BP) has been inconclusive. We analyzed data from a prospective cohort study in northwestern China to investigate the effect of outdoor temperature on BP and effect modification by season.
Methods:
A total of 32,710 individuals who participated in both the baseline survey and the first follow-up in 2011-2015 were included in the study. A linear mixed-effect model and generalized additive mixed model (GAMM) were applied to estimate the association between outdoor temperature and BP after adjusting for confounding variables.
Results:
The mean differences in systolic blood pressure (SBP) and diastolic blood pressure (DBP) between summer and winter were 3.5 mmHg and 2.75 mmHg, respectively. After adjusting for individual characteristics, meteorological factors and air pollutants, a significant increase in SBP and DBP was observed for lag 06 day and lag 04 day, a 0.28 mmHg (95%
Conclusions
This study demonstrated a significant negative association between outdoor temperature and BP in a high-altitude environment of northwest China. Moreover, BP showed a significant seasonal variation. The association between BP and temperature differed by season and individuals' demographic characteristics (age, gender, BMI), unhealthy behaviors (smoking and alcohol consumption), and chronic disease status (CVDs, hypertension, and diabetes).
Adult
;
Blood Pressure/physiology*
;
China/epidemiology*
;
Environmental Exposure/statistics & numerical data*
;
Female
;
Humans
;
Male
;
Middle Aged
;
Prospective Studies
;
Risk Factors
;
Seasons
;
Temperature
7.New situation and new strategies——research and development and internationalization of new drugs and health products of traditional Chinese medicine
Ning JIANG ; Chun-Hui QI ; Liang CAO ; Lan-Ying CHEN ; Jin-Hui GU ; Yong KANG ; Inkyeom KIM ; Xiao-Yuan LIAN ; Yin LU ; Gui-Yuan LYU ; Ke NIE ; Yun QI ; SCHINI-KERTH VALÉRIE ; SPEDDING MICHAEL ; WAINWRIGHT CHERRY ; Yue-Hua WANG ; Wei XIAO ; Yong YANG ; Lin-Zhong YU ; Dan-Shen ZHANG ; Yong-He ZHANG ; Wen-Xia ZHOU ; Guan-Hua DU ; Yong-Xiang ZHANG
Chinese Journal of Pharmacology and Toxicology 2018;32(1):1-50
The 2017 China (Lianyungang) International Medical Technology Conference was held in Lianyungang,Jiangsu Province during November 15-17,2017.During this conference,the Division for Traditional Chinese Medicine and Natural Products Pharmacology of Chinese Pharmacological Society (CNPHARS) and Jiangsu Kanion Pharmaceutical Co. Ltd.jointly held the Forum on R&D and Interna-tionalization of New Drugs and Health Products of Traditional Chinese Medicine.The forum was co-chaired by Professor ZHANG Yong-xiang, President of CNPHARS, Chair of Division for Traditional Chinese Medicine and Natural Products Pharmacology of CNPHARS,and Chair of the Natural Product Section of Inter-national Union of Basic&Clinical Pharmacology(IUPHAR), Professor DU Guan-hua,former President of CNPHARS and Vice-Chair of Division for Traditional Chinese Medicine and Natural Products Pharmacology of CNPHARS,and Dr.XIAO Wei,Chairman of the Board of Jiangsu Kanion Pharmaceutical Co. Ltd. And Vice-Chair of Division for Traditional Chinese Medicine and Natural Products Pharmacology of CNPHARS. More than 70 scholars attended the forum, including four foreign experts [Michael SPEDDING, Secretary-General of IUPHAR; Professor Valérie B. SCHINI-KERTH, Vice-Chair of the Natural Product Section of IUPHAR; Professor Cherry WAINWRGHT, Director of Centre for Natural Product Drugs of Robert Gordon University; Professor InKyeom KIM, Director of the Korean Society of Pharmacology], members of the Division for Traditional Chinese Medicine and Natural Products Pharmacology of CNPHARS and leading researchers at Jiangsu Kanion Pharmaceutical Co.,Ltd.GU Jin-hui,Director of the Division of National Science and Technology Major Project for Drug Innovation,Department of Health Science,Technology and Education,National Health and Family Planning Commission of the People's Republic of China was also invited to attend the forum. Representatives discussed the R&D and internationalization of new drugs and health products of traditional Chinese medicine.The summary of views and advice of some experts was published here for the purpose of promoting domestic and overseas academic exchange, and playing an active role in improving the level of R&D and internationalization of new drugs and health products of traditional Chinese medicine in China.
8.Biomechanical research on effects of joint line height on stress of medial and lateral compartment after unicompartmental knee arthroplasty
Yong NIE ; Qinsheng HU ; Bin SHEN ; Jing YANG ; Zongke ZHOU ; Pengde KANG ; Fuxing PEI
Chinese Journal of Orthopaedics 2017;37(22):1416-1423
Objective To investigate biomechanical effects of different joint line height on unicompartmental knee arthroplasty (UKA) and to provide biomechanical evidence for surgical decision during UKA using finite element analysis (FEA).Methods On the basis of knee joint CT data from a healthy volunteer (male,30 years old,165 cm and 60 kg) and UKA prosthesis 3D scanned data,the 3D models of normal knee and UKA were constructed.Subject-specific finite element models with inhomogeneous material property assignment were constructed for normal knee and UKA with 3 different height of joint line (-3 mm,0 mm and +3 mm).Starting from the tibial articular surface,5 sections were extracted with 2 mm interval.30 nodes were selected in medial and lateral area,respectively on each section.The mean stress value of nodes was defined as the stress level of subchondral bone.Results Mean values of stress on polyethylene upper surface of 0,-3 and+3 mm joint line position were 14.84,26.81and 20.86 MPa,and the difference was statistical significant (t0vs-3=4.896,P0vs-3=0.000;t0vs+3=3.455,P0v+3=0.008;t-3vs+3=2.579,P-3vs+3=0.020).Mean values of stress on tibial prosthesis upper surface of 0,-3 and +3 mm joint line position were 29.69,50.49 and 39.99MPa,respectively,and the difference was statistical significant(t0vs-3=5.675,P0vs-3=0.000;t0vs+3=4.755,P0v+3=0.001;t-3vs+3=4.783,P-3vs+3=0.000).When joint line was in 0 mm height,stress level of subchondral bone was similar to that of normal knee.When joint line was in-3 mm height,significantly increased stress was found on polyethylene (increased 81%) and tibial component (increased 70%) surface compared with that of 0 mm height,while stress on trabecular bone under lateral tibial articular surface also increased by 8.7%.When joint line was in +3 mm height,increased stress on polyethylene (increased 41%) and tibial component (increased by 35%) surface were less than that of-3 mm height.Stress on trabecular bone under lateral articular surface decreased by 55.6% compared with 0 mm height.Conclusion During UKA,ensuring a normal height of joint line is benefit to keep the stress path of the medial and lateral tibia similar with normal knee and decrease the risk of premature polyethylene wear,tibial component subsidence and periprosthetic fracture.
9.Comparison of earlier functional recovery in total hip arthroplasty patients using a direct anterior approach or posterolateral approach
Haiyan ZHAO ; Yayi XIA ; Pengde KANG ; Yong NIE ; Fuxing PEI ; Bin SHEN ; Jing YANG ; Zongke ZHOU ; Xiaojun SHI
Chinese Journal of Orthopaedics 2017;37(19):1185-1192
Objective To compare faster rehabilitation of different surgical approaches in total hip arthroplasty (THA)patients using a direct anterior approach or posterolateral approach.Methods Sixty-eight patients (35 in direct anterior THA and 33 in posterolateral THA) from September 2015 to March 2016 were recruited in the present study.The incision length,operation duration,intraoperative blood loss,serum creatinekinase (CK),C-reactive protein (CRP),erythrocyte sedimentation rate (ESR),interleukin-6 (IL-6) and visual analogue scale (VAS) pain score were compared between two groups respectively.The Harris hip score,the University of California at Los Angeles (UCLA) pain,walking,and activity scores,postoperative hospital length of stays,gait analysis,component placement and complications were also compared.Results The mean incision length,operation duration,intraoperative blood loss were 11.23±0.97 cm,73.77±9.20 min and 157.15±35.83 ml in the DAA group respectively,while those in PLA group were 15.16±1.12 cm,64.12±13.31 min and 126.97±45.45 ml.The mean incision length of the DAA group were significantly less than that of the PLA group.The DAA group underwent longer operation time that associated with more intraoperative blood loss.The levels of CK and inflammation markers were increased in the PLA group compared with those in the DAA group.The VAS pain score was less in the DAA group than the PLA group within postoperative 72 hours.Functional recovery in the DAA group was faster than that in the PLA group based on the Harris hip score,UCLA scores,and gait analysis up to 3 months.There was no difference in these outcomes between the groups beyond 6 months.The average postoperative hospital length of stay was 2.95±0.24 days and 3.35±0.51 days for the DAA group and PLA group respectively.The patients in DAA group required less postoperative hospital length of stays.The angle of acetabular cup anteversion in the DAA group (16.4°±2.3°) was lesser than that in the PLA group (20.4°±2.8°).There was one intraoperative nondisplaced greater trochanter fracture in the DAA group,whereas no intraoperative complications were occurred in the PLA group.Conclusion The present study showed that using direct anterior approach in THA provided significant benefits for patients in terms of muscle damage,VAS score,hospital length of stays and functional recovery in the early stage postoperatively compared to using posterolateral approach.
10.Study on quality standard for Qingre-Shaoren granule
Kang NIE ; Jing YONG ; Ting LI
International Journal of Traditional Chinese Medicine 2017;39(10):923-925
Objective To optimize the extraction process ofQingre-Shaoren granule, and established method for the determination of Paeoniflorin inQingre-Shaoren granule, for the production of quality protection. Methods The extraction ofQingre-Shaoren granule was determined by Orthogonal test with extraction rate as index. HPLC was performed on a Lichrospher-C18 column(4.6 mm×250 mm, 5μm)with the mobile phase of methanol- 0.2% HAC(25:75). The flow rate was 1.0 ml/min,the column temperature at 25℃ and the detection wavelength was 232 nm.Results The optimal extraction condition were as follows: 1:30 solid-liquid ration, decocted with water for 3 times, and extraction time 60 min each time. The linear rang of Paeoniflorin was obtained between 0.1386-2.2176μg(r=0.9999), the average recovery was 99.80%,RSD was 2.28%(n=9). Conclusions The improved method is accurate and feasible. It can be used very convenient in quality control.

Result Analysis
Print
Save
E-mail