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.Influence of network latency and bandwidth on robot-assisted laparoscopic telesurgery: A pre-clinical experiment.
Ye WANG ; Qing AI ; Taoping SHI ; Yu GAO ; Bin JIANG ; Wuyi ZHAO ; Chengjun JIANG ; Guojun LIU ; Lifeng ZHANG ; Huaikang LI ; Fan GAO ; Xin MA ; Hongzhao LI ; Xu ZHANG
Chinese Medical Journal 2025;138(3):325-331
BACKGROUND:
Telesurgery has the potential to overcome spatial limitations for surgeons, which depends on surgical robot and the quality of network communication. However, the influence of network latency and bandwidth on telesurgery is not well understood.
METHODS:
A telesurgery system capable of dynamically adjusting image compression ratios in response to bandwidth changes was established between Beijing and Sanya (Hainan province), covering a distance of 3000 km. In total, 108 animal operations, including 12 surgical procedures, were performed. Total latency ranging from 170 ms to 320 ms and bandwidth from 15-20 Mbps to less than 1 Mbps were explored using designed surgical tasks and hemostasis models for renal vein and internal iliac artery rupture bleeding. Network latency, jitter, frame loss, and bit rate code were systemically measured during these operations. National Aeronautics and Space Administration Task Load Index (NASA-TLX) and a self-designed scale measured the workload and subjective perception of surgeons.
RESULTS:
All 108 animal telesurgeries, conducted from January 2023 to June 2023, were performed effectively over a total duration of 3866 min. The operations were completed with latency up to 320 ms and bandwidths as low as 1-5 Mbps. Hemostasis for vein and artery rupture bleeding models was effectively achieved under these low bandwidth conditions. The NASA-TLX results indicated that latency significantly impacted surgical performance more than bandwidth and image clarity reductions.
CONCLUSIONS
This telesurgery system demonstrated safety and reliability. A total of 320 ms latency is acceptable for telesurgery operations. Reducing image clarity can effectively mitigate the potential latency increase caused by decreased bandwidth, offering a new method to reduce the impact of latency on telesurgery.
Animals
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Robotic Surgical Procedures/methods*
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Laparoscopy/methods*
3.Genomic characteristics and phylogenetic analyses of enteroaggregative Escherichia coli infection in diarrhea outpatients in Pudong New Area, Shanghai
Qiqi CUI ; Yuchen LU ; Suping WU ; Yinwen ZHANG ; Bing ZHAO ; Lifeng PAN ; Yingjie ZHENG ; Lipeng HAO
Shanghai Journal of Preventive Medicine 2025;37(4):342-349
ObjectiveTo investigate the whole genomic characteristics and phylogenetic relationships of clinical isolates of enteroaggregative Escherichia coli (EAEC) in diarrhea outpatients in Pudong New Area, Shanghai. MethodsBased on the diarrheal disease surveillance network in Pudong New Area, Shanghai, whole-genome sequencing was performed on a total of 55 EAEC strains isolated from fecal samples of the diarrhea outpatients from January 2015 to December 2019. The genome analyses based on raw sequencing data encompassed genome size, coding genes, dispersed repeat sequences, genomic islands, and protein coding regions, and pan-genome analyses were conducted simultaneously. Contigs sequences assays were performed to analyze molecular characteristics including serotypes, antibiotic resistance genes, and virulence factors. The phylogenetic clusters and multilocus sequence typing (MLST) were identified, and a phylogenetic tree was constructed. ResultsEAEC exhibited an open pan-genome. The predominant serotype of EAEC in diarrhea outpatients in Pudong New Area was O130:H27, and the carriage rate of β-lactam resistance genes was the highest (67.27%, 37/55). A total of 29 virulence factors and 106 virulence genes were identified, phylogenic group B1 was the predominant group, and clonal group CC31 was the dominant clonal group. The strain distribution was highly heterogeneous. ConclusionThe genomic characteristics of EAEC displayed significant strain polymorphism. It is necessary to develop effective strategies for differential diagnosis and improve detection capabilities for infection with EAEC of different serotypes and genotypes.
4.Research progress of neurotransmitters in lung injury after traumatic brain injury.
Le CAO ; Haikun ZHANG ; Jinxiang YU ; Pengcheng MA ; Lifeng JIA ; Tao ZHAO
Chinese Critical Care Medicine 2025;37(10):982-988
Traumatic brain injury (TBI), as a significant central nervous system damage disease with high frequency in the world, leads to a huge number of patients with impaired health and lower quality of life every year. Lung injury is a common and dangerous consequence, which dramatically raises the mortality of patients. Discovering the pathophysiology of lung injury after TBI and discovering viable therapeutic targets has become an important need for clinical diagnosis and therapy. Neurotransmitters, as the fundamental chemical agents of the nervous system for signal transmission, not only govern neuronal activity and apoptosis in TBI but also significantly influence the pathophysiological mechanisms of lung injury subsequent to TBI. The imbalance is intricately linked to the onset and progression of lung damage. This paper systematically reviews the clinical characteristics and predominant pathogenesis of lung injury following TBI, emphasizing the role of key neurotransmitters, including glutamate (Glu), γ-aminobutyric acid (GABA), norepinephrine (NE), dopamine (DA), and acetylcholine (ACh), in lung injury post-TBI. It examines their influence on inflammatory response, vascular permeability, and pulmonary circulation function. Additionally, the paper evaluates the research advancements and potential applications of targeted therapeutic strategies for various neurotransmitter systems, such as receptor antagonists, transporter inhibitors, and neurotransmitter analogues. This research aims to offer a theoretical framework for clarifying the neural regulatory mechanisms of lung injury following TBI and to establish a basis for the development of novel therapeutic strategies and enhancement of the prognosis of the patients.
Humans
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Brain Injuries, Traumatic/metabolism*
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Neurotransmitter Agents/metabolism*
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Lung Injury/metabolism*
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gamma-Aminobutyric Acid/metabolism*
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Glutamic Acid/metabolism*
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Norepinephrine/metabolism*
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Dopamine/metabolism*
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Acetylcholine/metabolism*
5.Clinicopathological features of poorly differentiated chordomas with loss of SMARCB1/INI1 expression
Lu HAN ; Lihong ZHAO ; Lifeng WEI ; Lianghong TENG ; Leiming WANG
Chinese Journal of Clinical and Experimental Pathology 2024;40(5):480-483
Purpose To investigate the clinical pathology of SMARCB1/INI1-deficient poorly differentiated chordoma.Methods Ten patients with poorly differentiated chordoma were collected.The expression of CK,vimentin,INI1,and Brachyu-ry was detected using EnVision immunohistochemistry.Clinical characteristics,histopathological features,as well as related prognosis were analyzed and the literature was reviewed.Results Among the 10 cases,including 5 males and 5 females,the mean age of onset was 4 years.10 cases were located in the cliv-us and had bone invasion,3 involved the cervical spine(18.2%).In morphology,tumor cells showed sheet or nest mass growth,with epithelioid tumor cells.The nucleus was round or oval,with obvious atypia and visible nucleoli.Mitotic figures were active.Lymphocytic infiltration was noted in the stroma.Tumor cells in 10 cases were positive for CK,Vimen-tin,EMA and Brachyury with loss of SMARCB1/INI1 expres-sion.Ten patients were followed-up postoperatively.5 patients had tumor recurrence(median progression-free survival was 4 months)and 7 died(median overall survival was 5 months).Conclusion SMARCB1/INI1-deficient poorly-differentiated chordoma is a relatively rare bone tumor with poor prognosis and challenging diagnosis.Understanding the clinical pathological characteristics of this tumor has great significance for diagnosis and treatment.
6.Clinical analysis of cytomegalovirus-sepsis-like syndrome in premature infants
Shujing XU ; Zengyuan YU ; Huiqing SUN ; Lifeng LI ; Tiewei LI ; Ping CHENG ; Yanping ZHAO
Chinese Journal of Infectious Diseases 2024;42(4):214-218
Objective:To investigate the clinical characteristics and prognosis of cytomegalovirus-sepsis-like syndrome (CMV-SLS) in premature infants, and to provide the evidence for early clinical identification and treatment.Methods:Premature infants with CMV-SLS admitted to Children′s Hospital Affiliated of Zhengzhou University from January 1, 2019 to December 31, 2022 were selected as the research subjects, and their clinical characteristics, treatment, and prognosis were retrospectively analyzed.Results:A total of seven cases of CMV-SLS were included, with a gestational age of (26.8±1.2) weeks and a birth weight of (890±121) g. The age of disease onset was 55(45, 60) days, and the age of diagnosis was 67(56, 71) days. All the seven cases were exclusively breast feeding after birth, and cytomegalovirus (CMV) DNA was detected positive in their breast milk when diagnosed with CMV-SLS. The common clinical features were fever, abdominal distension, liver function damage, decreased neutrophil and platelet counts. Pneumonia, neonatal necrotizing enterocolitis, hearing loss, and chorioretinitis were common. After the diagnosis was confirmed, all the seven cases were given intravenous treatment of ganciclovir and followed by oral formulations, with a course of treatment ranging from five to seven weeks. Two cases were treated with intravitreal injection of ganciclovir for chorioretinitis. All the seven cases survived. During the follow-up with a corrected gestational age of 12 months, one case had delayed intellectual and motor development, two cases had delayed motor development, and the remaining cases had normal development.Conclusions:CMV-SLS in premature infants mainly occurs in extremely low birth weight infants, with atypical clinical manifestations and may be misdiagnosed easily. If extremely low birth weight infants who receive CMV DNA positive breast feeding show sepsis-like symptoms, the possibility of CMV infection should be considered, and early diagnosis and treatment should be carried out to prevent adverse outcomes.
7.Fully automatic AI segmentation of oral surgery-related tissues based on cone beam computed tomography images
Liu YU ; Xie RUI ; Wang LIFENG ; Liu HONGPENG ; Liu CHEN ; Zhao YIMIN ; Bai SHIZHU ; Liu WENYONG
International Journal of Oral Science 2024;16(3):413-424
Accurate segmentation of oral surgery-related tissues from cone beam computed tomography(CBCT)images can significantly accelerate treatment planning and improve surgical accuracy.In this paper,we propose a fully automated tissue segmentation system for dental implant surgery.Specifically,we propose an image preprocessing method based on data distribution histograms,which can adaptively process CBCT images with different parameters.Based on this,we use the bone segmentation network to obtain the segmentation results of alveolar bone,teeth,and maxillary sinus.We use the tooth and mandibular regions as the ROI regions of tooth segmentation and mandibular nerve tube segmentation to achieve the corresponding tasks.The tooth segmentation results can obtain the order information of the dentition.The corresponding experimental results show that our method can achieve higher segmentation accuracy and efficiency compared to existing methods.Its average Dice scores on the tooth,alveolar bone,maxillary sinus,and mandibular canal segmentation tasks were 96.5%,95.4%,93.6%,and 94.8%,respectively.These results demonstrate that it can accelerate the development of digital dentistry.
8.3D printed metal augment or tibial prosthesis for reconstruction of large bone defects in total knee arthroplasty and revision surgery
Pengfei HU ; Haobo WU ; Jisheng RAN ; Jiapeng BAO ; Lifeng JIANG ; Weiping CHEN ; Xiang ZHAO ; Shigui YAN ; Lidong WU
Chinese Journal of Orthopaedics 2024;44(4):243-249
Objective:To investigate the clinical efficacy of 3D printed metal augment or tibial prosthesis for reconstruction of large bone defects in total knee arthroplasty (TKA) and knee revision surgery.Methods:A total of 7 patients (7 knees) with TKA or knee revision who were admitted to the Department of Orthopaedics of the Second Affiliated Hospital of Zhejiang University School of Medicine with large bone defects from July 2018 to December 2023 were retrospectively analyzed, including 4 patients with TKA and 3 patients with knee revision. There were 3 males and 4 females, aged 58.7±7.6 years (range, 54-68 years), 3 patients with left knee and 4 patients with right knee. All the patients had bone defects in the knee joint (AORI type III), 2 cases had bone defects only in the femur, 4 cases had bone defects only in the tibia, and 1 case had bone defects in both the tibia and femur, which were treated with personalized reconstruction using 3D printing. Hip-knee-ankle angles, American Knee Society score (KSS) before and after surgery were compared, and postoperative complications were observed.Results:All patients successfully completed the operation, and the operation time was 189.3±35.5 min (range, 125-240 min). Complex TKA was performed in 4 cases with surgical times of 175, 195, 210, and 240 min, and revision surgery was performed in 3 cases with surgical times of 125, 180, and 200 min, respectively. Intraoperative blood loss was 114±24.4 ml (range, 100-150 ml). Five cases used 3D printed metal augment, and two used 3D printed one-piece tibial components. All patients were followed up for 2, 2, 5, 6, 7, 20, 57 months, respectively. The KSS of the five patients at 3 months postoperatively were 56, 61, 66, 56, and 56 points, respectively, greater than the preoperative scores of 35, 44, 36, 27, and 41 points. The KSS functional scores of the five patients at 3 months postoperatively were 45, 45, 45, 30, and 45 points, respectively, which were greater than the preoperative scores of 30, 30, 15, 20, and 20 points. The hip-knee-ankle angle was 181.8°±3.4° (range, 177.9° to 188.0°) at the final follow-up and 175.8°±12.4° (range, 153.3° to 192.1°) before surgery, with no significant difference ( t=-1.230, P=0.242). At the final follow-up, the 3D printed component was well integrated with the bone surface, the prosthesis was securely positioned, and the force lines of the lower limbs were normal. There were no postoperative complications such as poor wound healing, infection, fat liquefaction, nerve injury, deep vein thrombosis of lower limbs, knee joint stiffness, periprosthesis infection and loosening. Conclusion:Using 3D printed metal augment or tibial prosthesis to reconstruct the huge bone defect in TKA and revision has a satisfactory early clinical effect, satisfactory joint function and good surgical safety.
9.Analysis of detection of acute respiratory infection in children under 12 years old in Pudong New Area, Shanghai from 2019 to 2023
Yang YUAN ; Lu ZHANG ; Zhuyun LI ; Yue ZHANG ; Yujia HUO ; Jialiang CHEN ; Qing LIU ; Wenwei ZOU ; Bing ZHAO ; Lipeng HAO ; Lifeng PAN
Shanghai Journal of Preventive Medicine 2024;36(4):342-347
ObjectiveTo investigate the impact of acute respiratory infections in children under 12 years old in Pudong New Area, Shanghai from 2019 to 2023. MethodsAcute respiratory infection samples of children under 12 years old from three sentinel hospitals in Pudong New Area, Shanghai from 2019 to 2023 were collected, and 42 respiratory infection pathogens, including influenza virus, adenovirus, parainfluenza virus, respiratory syncytial virus, human enterovirus/rhinovirus, human pulmonary virus, human bokavirus, coronavirus (229E, HKU1, NL63 and OC43), and novel coronavirus, were detected with microfluidic chips. The situation of acute respiratory infections among outpatient and inpatient children in this area was analyzed for the before the implementation of non pharmacological intervention measures (2019.12‒2020.1), during the period of non pharmacological intervention measures (2020.2‒2022.12), and after non pharmacological intervention measures (2023.1‒2023.6). ResultsFrom 2019 to 2023, a total of 1 770 samples were collected, and 445 pathogens were detected, with a detection rate of 25.14% (445/1 770). The main pathogens detected during the study period were influenza virus: 8.70% (154/1 770), respiratory syncytial virus: 4.41% (78/1 770), human enterovirus/rhinovirus: 2.66% (47/1 770), human adenovirus: 2.49% (44/1 770), and parainfluenza virus: 2.20% (39/1 770). Before the implementation of non pharmacological intervention measures, outpatients were primarily infected with influenza, parainfluenza virus, and respiratory syncytial virus, with detection rates of 8.09%, 4.49%, and 4.04%, respectively; inpatients were mainly infected with influenza, respiratory syncytial virus, and parainfluenza virus, with detection rates of 4.49%, 3.82%, and 3.15%, respectively. During the period of non pharmacological intervention measures, influenza, rhinovirus and respiratory syncytial virus were the main viruses detected in the samples of outpatient children, with detection rates of 4.04%, 3.60%, and 2.47%, respectively; inpatient samples mainly detected respiratory syncytial virus, rhinovirus, and influenza virus, with detection rates of 3.60%, 2.02%, and 1.80%, respectively. After non pharmacological intervention measures, influenza, rhinovirus and respiratory syncytial virus were the main pathogens detected in the outpatients, with detection rates of 9.89%, 2.92% and 2.02%, respectively; influenza, respiratory syncytial virus, and rhinovirus were the main pathogens detected in inpatient children, with detection rates of 6.29%, 1.57%, and 1.35%, respectively. ConclusionThe prevalence of pathogens related to acute respiratory infections in children is influenced by non pharmacological preventive measures.
10.Current status and association analysis of sexual attitudes, sexual safety awareness and refusal skills among junior high school students in the suburbs of Shanghai
Dongmei ZHAO ; Yuyang CHEN ; Hong JIANG ; Haiqi WANG ; Lifeng ZHANG
Shanghai Journal of Preventive Medicine 2024;36(4):375-381
ObjectiveTo understand the acceptance of sex-related behaviors, sexual safety awareness, and refusal skills among junior high school students and conduct association analysis, and to provide a reference for the implementation of sex and reproductive health education for adolescents. MethodsA questionnaire survey related to knowledge of sexual and reproductive health was conducted among 478 students from two junior high schools in Jiading District, Shanghai. ResultsThe pass rate for sex and reproductive health knowledge among junior high school students was only 36.6%, with acceptance rates for dating, watching pornography, engaging in sexual behavior, pregnancy, and artificial abortion at 24.5%, 11.1%, 5.6%, 4.8%, and 5.9%, respectively. Binary logistic regression analysis showed that students who passed the sexual and reproductive health assessment had a significantly lower acceptance rate of sex-related behaviors than those who did not (aOR=1.666, 95%CI: 1.124‒2.470, P=0.011). Adolescents with a passing knowledge of sexual and reproductive health (aOR=1.607, 95%CI: 1.060‒2.438, P=0.026) or a lower acceptance of sex-related behaviors (aOR=4.199, 95%CI: 2.804‒6.289, P<0.001) had higher awareness of sexual safety. Adolescents with a passing knowledge of sexual and reproductive health (aOR=1.691, 95%CI: 1.066‒2.684, P=0.026), a lower acceptance of sex-related behaviors (aOR=1.756, 95%CI: 1.130‒2.729, P=0.012), or higher awareness of sexual safety (aOR=2.872, 95%CI: 1.826‒4.516, P<0.001) had stronger skills to refuse sex-related behaviors. ConclusionSexual and reproductive attitudes, sexual safety awareness, and refusal skills for sex-related behaviors among junior high school students in Jiading District need to be improved. Schools should focus on cultivating adolescents’ sexual and reproductive knowledge and related skills, and advocate for relevant institutions to provide appropriate sexual healthcare services to meet their needs for reproductive healthcare.

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