1.Construction and Validation of a Large Language Model-Based Intelligent Pre-Consultation System for Traditional Chinese Medicine
Yiqing LIU ; Ying LI ; Hongjun YANG ; Linjing PENG ; Nanxing XIAN ; Kunning LI ; Qiwei SHI ; Hengyi TIAN ; Lifeng DONG ; Lin WANG ; Yuping ZHAO
Journal of Traditional Chinese Medicine 2025;66(9):895-900
ObjectiveTo construct a large language model (LLM)-based intelligent pre-consultation system for traditional Chinese medicine (TCM) to improve efficacy of clinical practice. MethodsA TCM large language model was fine-tuned using DeepSpeed ZeRO-3 distributed training strategy based on YAYI 2-30B. A weighted undirected graph network was designed and an agent-based syndrome differentiation model was established based on relationship data extracted from TCM literature and clinical records. An agent collaboration framework was developed to integrate the TCM LLM with the syndrome differentiation model. Model performance was comprehensively evaluated by Loss function, BLEU-4, and ROUGE-L metrics, through which training convergence, text generation quality, and language understanding capability were assessed. Professional knowledge test sets were developed to evaluate system proficiency in TCM physician licensure content, TCM pharmacist licensure content, TCM symptom terminology recognition, and meridian identification. Clinical tests were conducted to compare the system with attending physicians in terms of diagnostic accuracy, consultation rounds, and consultation duration. ResultsAfter 100 000 iterations, the training loss value was gradually stabilized at about 0.7±0.08, indicating that the TCM-LLM has been trained and has good generalization ability. The TCM-LLM scored 0.38 in BLEU-4 and 0.62 in ROUGE-L, suggesting that its natural language processing ability meets the standard. We obtained 2715 symptom terms, 505 relationships between diseases and syndromes, 1011 relationships between diseases and main symptoms, and 1 303 600 relationships among different symptoms, and constructed the Agent of syndrome differentiation model. The accuracy rates in the simulated tests for TCM practitioners, licensed pharmacists of Chinese materia medica, recognition of TCM symptom terminology, and meridian recognition were 94.09%, 78.00%, 87.50%, and 68.80%, respectively. In clinical tests, the syndrome differentiation accuracy of the system reached 88.33%, with fewer consultation rounds and shorter consultation time compared to the attending physicians (P<0.01), suggesting that the system has a certain pre- consultation ability. ConclusionThe LLM-based intelligent TCM pre-diagnosis system could simulate diagnostic thinking of TCM physicians to a certain extent. After understanding the patients' natural language, it collects all the patient's symptom through guided questioning, thereby enhancing the diagnostic and treatment efficiency of physicians as well as the consultation experience of the patients.
2.Efficacy of laparoscopic radical cystectomy with indocyanine green fluorescence imaging versus standard lymph node dissection: a randomized comparative study
Lifeng LIU ; Na CAO ; Yansong GUO ; Hao WANG ; Xiaopeng WANG ; Fengshuo YANG ; Yuepeng HU ; Longjiang TIAN ; Dawei TIAN
Journal of Modern Urology 2025;30(3):212-214
Objective: To investigate the efficacy,safety and feasibility of regional lymph node dissection in laparoscopic radical surgery for bladder cancer under the guidance of indocyanine green fluorescence imaging. Methods: A total of 30 patients with muscle invasive bladder cancer (T2/T3NxM0) who volunteered to enter the clinical trial were randomly divided into the indocyanine green imaging guided laparoscopic regional lymph node dissection group (n=15) and the standard pelvic lymph node dissection group (n=15).The number of positive lymph nodes,operation time,intraoperative bleeding volume,incidence of lymph leakage,and tumor recurrence and metastasis rate 2-year after surgery were collected. Results: The number of positive lymph nodes was (4.20±1.66) and (4.60±1.72) respectively in the indocyanine green and standard groups,with no statistically significant difference (P>0.05).There were no statistically significant difference in the tumor recurrence and metastasis rates 2-year after surgery between the two groups (P>0.05).However,the indocyanine green group had shorter operation time,less intraoperative bleeding volume,and lower incidence of lymphatic leakage than the standard group (P<0.05). Conclusion: Indocyanine green fluorescence imaging guided laparoscopic lymph node dissection has comparable clinical efficacy to standard lymph node dissection,but with fewer complications.
3.Application value of compressed sensing contrast enhanced 3D fluid attenuated inversion recovery in the detection of tumor brain metastases
Lifeng LU ; Bitong TIAN ; Ting CHEN
Journal of Practical Radiology 2024;40(7):1184-1188
Objective To explore the application value of compressed sensing(CS)contrast enhanced 3D fluid attenuated inver-sion recovery(FLAIR)in the detection of tumor brain metastases.Methods Sixty patients with malignant tumors who underwent head MRI enhancement examination were selected.Routine plain scan and contrast enhanced 3D T1 WI were performed first,and CS 3D FLAIR scan was performed 5 min after contrast agent injection.The image quality were graded and the number of lesions were summarized by two senior radiologists.The contrast-to-noise ratio(CNR)of lesions greater than 5 mm was measured.SPSS 22.0 was used for Kruskal-Wallis(H),Mann-Whitney U rank sum and paired t-test analysis,and P<0.05 was significant difference.Results There were no significant differences in image quality among the 3 sequences(H=3.843,P=0.416).Among 121 brain metastases(n=32),there were 89 lesions detected by routine plain scan,103 lesions detected by contrast enhanced 3D T1WI,and 112 lesions detected by CS 3D FLAIR.Overall comparison of number of lesions with different sizes detected by three sequences was significant difference(H=88.421,P<0.05).There were statistically significant differences between CS 3D FLAIR and routine plain scan and contrast enhanced 3D T1 WI,respectively(P<0.05).Conclusion Contrast enhanced 3D FLAIR can better display tumor brain metastases and small metastases in brain parenchy-ma and improve the diagnostic accuracy of brain metastases.Combined with CS technology,it improves scanning speed,which has important clinical value for diagnosing and treat the malignancy.
4.Study on causal relationship between walking pace with interverbral disc degeneration and low back pain based on two-sample bidirectional Mendelian randomisation
Chao SU ; Yuxiao TIAN ; Lifeng ZHUANG ; Di XIA ; Manhong YANG ; Tianhao WAN ; Qing ZHANG
Chongqing Medicine 2024;53(20):3113-3119
Objective To investigate the causal relationship between walking pace(WP)with interver-tebral disc degeneration(IVDD)and low back pain(LBP)by using two-sample Mendelian randomisation(MR)analysis method.Methods A genome-wide association study database of WP,IVDD and LBP was ob-tained,and single nucleotide polymorphisms(SNP)strongly associated with exposure were obtained as the in-strumental variables.The two confounders of smoking and sedentary were conservatively removed,and the MR analyses were performed by inverse variance weighting(IVW),weighted median,and MR-Egger methods to assess the causal relationship between WP with IVDD and LBP.The consistency and accuracy of results were ensured by heterogeneity,diversity tests,MR-PRESSO and negative control.Results The I VW results showed a significant negative correlation between WP and IVDD(OR=0.348,95%CI:0.183-0.661,P=0.001)and vice versa(OR=0.972,95%CI:0.953-0.992,P=0.007).Meanwhile there was also a significant negative correlation between WP and LBP(OR=0.214,95%CI:0.119-0.385,P<0.001),but no causal re-lationship was found between LBP and WP.Conclusion Faster WP could effectively prevent the occurrence of IVDD and LBP,and IVDD may contribute to the occurrence of slow walking.
5.Application of indocyanine green fluorescence imaging in the precise dissection of lymph nodes during laparoscopic radical resection of bladder cancer
Lifeng LIU ; Yansong GUO ; Hao WANG ; Xiaopeng WANG ; Fengshuo YANG ; Yuepeng HU ; Longjiang TIAN
Journal of Modern Urology 2024;29(7):638-641
Objective To investigate the efficacy,safety and feasibility of laparoscopic lymph node dissection guided by indocyanine green(ICG)fluorescence imaging.Methods A total of 30 patients with muscle-invasive bladder cancer(MIBC,T2/T3NxM0)who were admitled to the Cangzhou People's Hospital during Mar.2018 and Jun.2022 were included.The lymph nodes were cleared with ICG fluorescence imaging first,and then the remaining lymph nodes were cleared according to the standard pelvic lymph node range.The lymph node positive rate of ICG fluorescence imaging guided laparoscopic lymph node precise dissection and standard pelvic lymph node dissection was analyzed by self-comparison.Results ICG fluorescence imaging guided laparoscopic lymph node precise dissection needed shorter operation time than standard pelvic lymph node dissection[(21.80±6.80)min vs.(47.70±10.73)min,P<0.05].There was no significant difference in the lymph node positive rate between the two approaches[(11.34±9.06)%vs.(12.36±9.43)%,P>0.05],but the former approach caused less damage on blood vessels and nerves.Conclusion Indocyanine green fluorescence imaging guided laparoscopic lymph node dissection has comparable efficacy to standard pelvic lymph node dissection,which can reduce ineffective lymph node dissection,shorten the operation time,and reduce the risk of complications.
6.Efficacy of cytoreductive surgery combined with hyperthermic intraperitoneal chemotherapy for pseudomyxoma peritonei
Ziying LEI ; Binghui DING ; Qiyue WU ; Jiali LUO ; Zheng LI ; Tian WANG ; Yingsi WANG ; Yangxiao CHEN ; Lifeng HUANG ; Jinfu HE ; Xiansheng YANG ; Tianpei GUAN ; Qiang RUAN ; Jiahong WANG ; Hongsheng TANG ; Jin WANG ; Shuzhong CUI
Chinese Journal of Gastrointestinal Surgery 2023;26(12):1179-1186
Objective:To evaluate the efficacy and safety of cytoreductive surgery (CRS) combined with hyperthermic intraperitoneal chemotherapy (HIPEC) in the treatment of pseudomyxoma peritonei (PMP).Methods:In this descriptive case series study, we retrospective analyzed the records of PMP patients treated with CRS and HIPEC between January 2013 and June 2023 at Affiliated Cancer Hospital and Institute of Guangzhou Medical University. The inclusion criteria were as follows: (1) Aged 18 to 75 years and nonpregnant women. (2) Histologically confirmed diagnosis of pseudomyxoma peritonei. (3) Karnofsky Performance Scale (KPS)>70. (4) The functions of major organs such as the heart, liver, lungs, and kidneys can tolerate major surgery for long periods of time. (5) No evidence of extra-abdominal metastasis. Patients with extensive intra-abdominal adhesions or severe infectious diseases were excluded. The main outcomes were overall survival (OS) and postoperative major complications. The postoperative major complications were graded according to the National Cancer Institute Common Terminology Criteria for Adverse Events (version 5.0). We used the peritoneal cancer index (PCI) score to quantitatively assess the peritoneal metastases and the completeness of cytoreduction (CCR) score at the end of surgery (CCR-0 and CCR-1 considered to be complete CRS).Results:A total of the 186 PMP patients with a median age of 56 (interquartile range extremes (IQRE), 48-64) years were included, 65 (34.9%) males and 121 (65.1%) females. The median peritoneal cancer index (PCI) score was 28 (20-34). Appendiceal origin accounted for 91.4%. Histological types were low grade in 99 patients (53.2%), high grade in 57 patients (30.6%), and 55 patients (29.6%) received complete cytoreduction (CCR-0/1). The median operative duration was 300 (211-430) minutes for all patients. Treatment-related 30-day mortality was 2.7%; 90-day mortality 4.3%; reoperation 1.6%; and severe morbidity 43.0%. Within the entire series, anemia(27.4%), electrolyte disturbance(11.6%), and hypoalbuminemia(7.5%) were the most frequent major complications (grade 3-4). The incidences of gastrointestinal anastomotic leakage, abdominal bleeding, and abdominal infection were 2.2%, 2.2%, and 4.3%, respectively. After a median follow-up of 38.1 (95%CI:31.2-45.1) months, the 5-year OS was 50.3% (95%CI: 40.7%-59.9%) with a median survival time of 66.1 (95%CI: 43.1-89.1) months. The survival analysis showed that patients with pathological low grade, low PCI, and low CCR score had better survival with statistically significant differences (all P<0.05). Further stratified into complete and incomplete CRS subgroups, the 5-year OS of the CCR-0 and CCR-1 subgroups was 88.9% (95%CI: 68.3%-100.0%) and 77.6% (95%CI: 62.7%-92.5%), respectively; and 42.0% (95%CI: 29.5%-54.5%) in the CCR-2/3 subgroup. Conclusions:CRS and HIPEC may result in a long-term survival benefit for PMP patients with acceptable perioperative morbidity and mortality. This strategy, when complete CRS is possible, could significantly prolong survival for strictly selected patients at experienced centers.
7.Efficacy of cytoreductive surgery combined with hyperthermic intraperitoneal chemotherapy for pseudomyxoma peritonei
Ziying LEI ; Binghui DING ; Qiyue WU ; Jiali LUO ; Zheng LI ; Tian WANG ; Yingsi WANG ; Yangxiao CHEN ; Lifeng HUANG ; Jinfu HE ; Xiansheng YANG ; Tianpei GUAN ; Qiang RUAN ; Jiahong WANG ; Hongsheng TANG ; Jin WANG ; Shuzhong CUI
Chinese Journal of Gastrointestinal Surgery 2023;26(12):1179-1186
Objective:To evaluate the efficacy and safety of cytoreductive surgery (CRS) combined with hyperthermic intraperitoneal chemotherapy (HIPEC) in the treatment of pseudomyxoma peritonei (PMP).Methods:In this descriptive case series study, we retrospective analyzed the records of PMP patients treated with CRS and HIPEC between January 2013 and June 2023 at Affiliated Cancer Hospital and Institute of Guangzhou Medical University. The inclusion criteria were as follows: (1) Aged 18 to 75 years and nonpregnant women. (2) Histologically confirmed diagnosis of pseudomyxoma peritonei. (3) Karnofsky Performance Scale (KPS)>70. (4) The functions of major organs such as the heart, liver, lungs, and kidneys can tolerate major surgery for long periods of time. (5) No evidence of extra-abdominal metastasis. Patients with extensive intra-abdominal adhesions or severe infectious diseases were excluded. The main outcomes were overall survival (OS) and postoperative major complications. The postoperative major complications were graded according to the National Cancer Institute Common Terminology Criteria for Adverse Events (version 5.0). We used the peritoneal cancer index (PCI) score to quantitatively assess the peritoneal metastases and the completeness of cytoreduction (CCR) score at the end of surgery (CCR-0 and CCR-1 considered to be complete CRS).Results:A total of the 186 PMP patients with a median age of 56 (interquartile range extremes (IQRE), 48-64) years were included, 65 (34.9%) males and 121 (65.1%) females. The median peritoneal cancer index (PCI) score was 28 (20-34). Appendiceal origin accounted for 91.4%. Histological types were low grade in 99 patients (53.2%), high grade in 57 patients (30.6%), and 55 patients (29.6%) received complete cytoreduction (CCR-0/1). The median operative duration was 300 (211-430) minutes for all patients. Treatment-related 30-day mortality was 2.7%; 90-day mortality 4.3%; reoperation 1.6%; and severe morbidity 43.0%. Within the entire series, anemia(27.4%), electrolyte disturbance(11.6%), and hypoalbuminemia(7.5%) were the most frequent major complications (grade 3-4). The incidences of gastrointestinal anastomotic leakage, abdominal bleeding, and abdominal infection were 2.2%, 2.2%, and 4.3%, respectively. After a median follow-up of 38.1 (95%CI:31.2-45.1) months, the 5-year OS was 50.3% (95%CI: 40.7%-59.9%) with a median survival time of 66.1 (95%CI: 43.1-89.1) months. The survival analysis showed that patients with pathological low grade, low PCI, and low CCR score had better survival with statistically significant differences (all P<0.05). Further stratified into complete and incomplete CRS subgroups, the 5-year OS of the CCR-0 and CCR-1 subgroups was 88.9% (95%CI: 68.3%-100.0%) and 77.6% (95%CI: 62.7%-92.5%), respectively; and 42.0% (95%CI: 29.5%-54.5%) in the CCR-2/3 subgroup. Conclusions:CRS and HIPEC may result in a long-term survival benefit for PMP patients with acceptable perioperative morbidity and mortality. This strategy, when complete CRS is possible, could significantly prolong survival for strictly selected patients at experienced centers.
8.How to Integrate GLP into Quality Management of Biological Tests of Medical Devices.
Jian XIANG ; Lifeng YANG ; Shenghui TIAN ; Suilan CAO ; Lin YAN
Chinese Journal of Medical Instrumentation 2018;42(4):282-285
Biological tests of medical devices is an important part to evaluate its biological safety. Good quality management of the test is a powerful guarantee to ensure the authenticity, integrity and reliability of the test results. This paper is based on the biological tests of medical devices, compares GLP and ISO/IEC 17025 which is widely used in China medical device testing institutions, describes the implementation of the GLP reference points to strengthen the quality management of biological tests of medical devices under the ISO/IEC 17025 system, to provide reference for quality management of medical device testing institutions.
China
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Equipment Safety
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Equipment and Supplies
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Reproducibility of Results
9.Safety and efficacy of transurethral Thulium laser resection of high-risk stage bladder tumor in anticoagulant state
Baochun CHEN ; Kewei ZHANG ; Longjiang TIAN ; Lifeng LIU ; Qingfeng SUN ; Feng SUN ; Yuzhang QU ; Hao WANG ; Wenxiang JIN
Chinese Journal of Geriatrics 2017;36(5):560-562
Objective To study safety and efficacy of transurethral Thulium laser resection of high-risk stage bladder tumor in anticoagulant state.Methods A total of 26 non-muscle invasive bladder cancer patients receiving long-term anticoagulant therapy,including 16 cases with cerebral infarction,7 cases with coronary heart disease,3 patients with coronary stenting,were retrospectively analyzed in our hospital from July 2012 to July 2014.In condition not stopping anticoagulants,Thulium laser transurethral resection of bladder tumor was performed,and hemoglobin,thrombin time,the operative time,intraoperative blood loss,postoperative bladder irrigation duration,postoperative hospital stay,bladder tumor recurrence within two years,the postoperative complications were recorded before and after surgery.Results All patients were successfully treated.The operative time was(29.1 ± 12.8) min,int raoperative blood loss was (29.4 ± 16.9) ml portions,postoperative bladder irrigation time was (1.25 ± 0.55) d,postoperative hospital stay was(5.51 ± 1.06) d.Hemoglobin before and after operation were (131.35 ± 6.57) g/L and (129.75 ± 11.05) g/L respectively,there was no statistically significant differences (t =1.014,P > 0.05) between them.Prothrombin time before and after operation were (12.50 ± 0.25) s and(12.44 ± 0.27) s,with no statistically significant difference (t =0.908,P>0.05)between them.During the followed-up of 48 months,tumor recurred at heterotopia in 2 patients.Conclusions Thulium laser transurethral resection of bladder tumor is safe and effective for patients undergoing long-term oral anticoagulation drugs,without a needto stop taking anticoagulant drugs.
10.Advances in research on microwave radiation effects on inner ears
Dawei TIAN ; Lifeng WANG ; Lei SONG ; Ruiyun PENG ; Hongbo JIA ; Xiangjun HU
Military Medical Sciences 2017;41(4):313-317
Inner ear is one of the most sensitive parts to microwave radiation.The effect of microwave radiation on the inner ear system is its damage to the vestibule and cochlea.The vestibular and cochlear injury is closely related to the balance of the human body and hearing loss.This article reviews the mechanism of microwave and effects of microwave radiation on the structure and function of the inner ear in order to provide data for future related research.

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