1.Performance evaluation of lightweight Chinese large language models integrated with retrieval-augmented generation technology in answering specialized lung cancer questions
Zhizhen REN ; Yile LI ; Yizhuo MA ; Qizhi CHEN ; Jili LI ; Siyi YANG ; Jianhao ZHANG ; Ke QIN ; Qiang PU ; Nan CHEN ; Lunxu LIU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(09):1403-1411
Objective To evaluate the performance of lightweight Chinese large language models (LLMs) in answering specialized lung cancer questions, and to explore the impact of retrieval-augmented generation (RAG) on model performance. Methods Eleven lightweight Chinese LLMs with parameter sizes ranging from 7B to 32B were included. A lung cancer-specific evaluation dataset consisting of 200 questions [100 A1-type (basic knowledge) and 100 A2-type (clinical case) questions], constructed based on clinical guidelines and thoracic surgery textbooks, was used for assessment. Model performance was evaluated under two conditions (with and without RAG). Accuracy was used to assess model performance, and response latency was recorded to reflect inference efficiency. An accuracy–latency scatter plot was constructed for descriptive analysis of overall model performance. Results All models successfully completed the evaluation. With the introduction of RAG, the overall average accuracy improved from 61.68% to 76.36%. Smaller models demonstrated the most significant improvement (e.g., the accuracy of DeepSeek-7B increased from 32.50% to 60.00%, P<0.001). The average response latency increased from 12.58 s to 13.80 s. The Qwen3 series showed the best overall performance, and Qwen3-32B achieved the highest accuracy under both conditions (76.50% and 84.00%, respectively). After RAG integration, performance differences among model families were markedly reduced. Based on the accuracy-latency trade-off, Qwen3-32B achieved the best balance between accuracy and response latency under the baseline condition, whereas Qwen3-14B demonstrated superior overall performance in terms of accuracy, latency, and computational cost after RAG integration. Conclusion The integration of RAG technology improves the ability of lightweight Chinese LLMs to answer specialized lung cancer questions. Under the dual practical constraints of limited computational resources and medical data security requirements, the "lightweight model+RAG" technical framework may represent a promising deployment solution.
2.Evaluation on the early alterations in retinal and choroidal microvascular and microstructural characteristics of systemic lupus erythematosus patients via ultra-widefield swept-source optical coherence tomography angiography
Yingyi ZHAO ; Xinshu LIU ; Cancan SHI ; Mingxin LI ; Jili CHEN ; He WANG
International Eye Science 2025;25(7):1140-1146
AIM:To quantitatively assess the early alterations of retinal and choroidal microcirculation and microstructure in systemic lupus erythematosus(SLE)patients without coexisting retinopathy via ultra-widefield swept-source optical coherence tomography angiography(UWF SS-OCTA).METHODS:Cross-sectional study. Totally 64 cases(64 eyes)that diagnosed as SLE without associated retinopathy at the Affiliated Hospital of Xuzhou Medical University from May to October 2024 were enrolled as the study group(Randomly assign one eye to the study group). Simultaneously, age-and gender-matched healthy individuals were recruited as the control group. All participants underwent UWF SS-OCTA. The deep capillary plexus(DCP), superficial capillary plexus(SCP), total retina, choriocapillaris(CC), as well as the choroidal medium and large vessel density(VD)in both the central and peripheral retinal areas of both groups of patients were compared. Additionally, parameters such as choroidal vascularity volume(CVV), choroidal vascularity index(CVI), thickness of the inner retina, outer retina, entire retina, and choroid in both central and peripheral area. SLE patients were categorized into three subgroups based on the SLE disease activity index(SLEDAI-2K), including 20 cases(20 eyes)in mild-and no-activity group(SLEDAI-2K≤6), 20 cases(20 eyes)in moderate-activity group(7
3.Effect of Helicobacter pylori induced mitochondrial unfolded protein response on gastric cancer cell proliferation
Jili Chen ; Leilei Li ; Yuanjia Chen ; Yan Zhao ; Yuan Xie ; Jianjiang Zhou
Acta Universitatis Medicinalis Anhui 2025;60(2):300-306
Objective :
To explore the mechanism of proliferation of gastric cancer cells induced byHelicobacter pylori(Hp) from the perspective of the mitochondrial unfolded protein response(UPRMT).
Methods :
C57BL6/J mice, human gastric cancer cells AGS and SGC-7901 cells were infected with Hp, mitochondrial proteins were extracted, and the expressions of UPRMT, including activation of transcription factor 5(ATF5), heat shock protein 60(mtHSP60), heat shock protein 70(mtHSP70) and mitochondrial protease(ClpP), were detected by Western blot. Immunohistochemistry was used to locate the expression sites of 4 proteins in mouse gastric tissue. AGS and SGC-7901 cells were infected with Hp, and cell proliferation was detected by RTCA and CCK-8. Finally, the expression of four indexes in gastric cancer tissues was analyzed by TCGA samples in the UALCAN database.
Results :
Hp infection could significantly promote the expression of ATF5, mtHSP60, mtHSP70 and ClpP in the mitochondria of gastric epithelial cells of C57BL6/J mice, AGS and SGC-7901 cells, and promote the proliferation of gastric cancer cells. When compared to normal gastric tissues in TCGA samples, ATF5, mtHSP60, mtHSP70, and ClpP were highly expressed in gastric cancer tissues, with statistically significant difference(allP<0.01).
Conclusion
Hp infection can induce UPRMTin gastric epithelial cells and gastric cancer cells, which in turn promotes cell proliferation.
4.Percutaneous vertebroplasty using partition injection technique for Kümmell's disease of stages Ⅰ and Ⅱ
Yili LI ; Yong YANG ; Yaojun DAI ; Shuang CHEN ; Xiaoguang ZHOU ; Zhenhui ZHANG ; Zhe SHAO ; Xiaofei XIE ; Xiaoteng LI ; Jili ZHANG ; Tingkun LIU ; Wei MEI
Chinese Journal of Orthopaedic Trauma 2025;27(4):297-304
Objective:To explore the efficacy of percutaneous vertebroplasty (PVP) using the partition injection technique in the treatment of Kümmell’s disease of stages Ⅰ and Ⅱ.Methods:A retrospective study was conducted of the 30 patients with stage Ⅰ or Ⅱ Kümmell’s disease (the partition group) who had been treated by PVP using the partition injection technique at Department of Spinal Surgery, Zhengzhou Orthopedic Hospital from January 2020 to January 2022. The data of another 30 patients who had been treated at the same department and the same period using conventional PVP for stage Ⅰ or Ⅱ Kümmell's disease were selected as the conventional group. In the partition group, there were 13 males and 17 females, with an age of (72.3±10.1) years and disease duration of (3.1±1.5) months. Seventeen thoracic and 13 lumbar vertebrae were affected. In the conventional group, there were 11 males and 19 females, with an age of (75.5±12.7) years and disease duration of (3.5±1.8) months. Eighteen thoracic and 12 lumbar vertebrae were affected. Surgical time, volume of bone cement injected, bone cement leakage, and bone cement distribution were compared between the 2 groups. The heights of the anterior and middle vertebral bodies, kyphotic Cobb angle, visual analog scale (VAS) pain score, and Oswestry disability index (ODI) were assessed postoperatively at 1 day, 6 months, and the last follow-up and compared between the 2 groups.Results:No significant differences were found in the baseline data between the 2 groups, indicating comparability ( P>0.05). All patients were followed up for (17.3±3.1) months. There were no significant differences in the surgical time or bone cement leakage between the 2 groups ( P>0.05). The volume of bone cement injected in the partition group was significantly higher [(6.3±1.5) mL] than that in the conventional group [(4.9±1.0) mL] ( P<0.05). Bone cement distribution was significantly better in the partition group than that in the conventional group ( P<0.05). At postoperative 1 day, 6 months, and the last follow-up, the partition group was significantly better than the conventional group in anterior vertebral body height, middle vertebral body height, and kyphotic Cobb angle ( P<0.05). At the 6-month and the last follow-ups, the partition group was also significantly better than the conventional group in VAS pain score and ODI ( P<0.05). Conclusion:In the treatment of Kümmell’s disease of stages Ⅰ and Ⅱ, compared with conventional PVP, PVP using the partition injection technique may lead to better long-term outcomes due to its better bone cement distribution, more adequate cement injection, and better restoration of vertebral body heights and correction of local deformity.
5.Percutaneous vertebroplasty using partition injection technique for Kümmell's disease of stages Ⅰ and Ⅱ
Yili LI ; Yong YANG ; Yaojun DAI ; Shuang CHEN ; Xiaoguang ZHOU ; Zhenhui ZHANG ; Zhe SHAO ; Xiaofei XIE ; Xiaoteng LI ; Jili ZHANG ; Tingkun LIU ; Wei MEI
Chinese Journal of Orthopaedic Trauma 2025;27(4):297-304
Objective:To explore the efficacy of percutaneous vertebroplasty (PVP) using the partition injection technique in the treatment of Kümmell’s disease of stages Ⅰ and Ⅱ.Methods:A retrospective study was conducted of the 30 patients with stage Ⅰ or Ⅱ Kümmell’s disease (the partition group) who had been treated by PVP using the partition injection technique at Department of Spinal Surgery, Zhengzhou Orthopedic Hospital from January 2020 to January 2022. The data of another 30 patients who had been treated at the same department and the same period using conventional PVP for stage Ⅰ or Ⅱ Kümmell's disease were selected as the conventional group. In the partition group, there were 13 males and 17 females, with an age of (72.3±10.1) years and disease duration of (3.1±1.5) months. Seventeen thoracic and 13 lumbar vertebrae were affected. In the conventional group, there were 11 males and 19 females, with an age of (75.5±12.7) years and disease duration of (3.5±1.8) months. Eighteen thoracic and 12 lumbar vertebrae were affected. Surgical time, volume of bone cement injected, bone cement leakage, and bone cement distribution were compared between the 2 groups. The heights of the anterior and middle vertebral bodies, kyphotic Cobb angle, visual analog scale (VAS) pain score, and Oswestry disability index (ODI) were assessed postoperatively at 1 day, 6 months, and the last follow-up and compared between the 2 groups.Results:No significant differences were found in the baseline data between the 2 groups, indicating comparability ( P>0.05). All patients were followed up for (17.3±3.1) months. There were no significant differences in the surgical time or bone cement leakage between the 2 groups ( P>0.05). The volume of bone cement injected in the partition group was significantly higher [(6.3±1.5) mL] than that in the conventional group [(4.9±1.0) mL] ( P<0.05). Bone cement distribution was significantly better in the partition group than that in the conventional group ( P<0.05). At postoperative 1 day, 6 months, and the last follow-up, the partition group was significantly better than the conventional group in anterior vertebral body height, middle vertebral body height, and kyphotic Cobb angle ( P<0.05). At the 6-month and the last follow-ups, the partition group was also significantly better than the conventional group in VAS pain score and ODI ( P<0.05). Conclusion:In the treatment of Kümmell’s disease of stages Ⅰ and Ⅱ, compared with conventional PVP, PVP using the partition injection technique may lead to better long-term outcomes due to its better bone cement distribution, more adequate cement injection, and better restoration of vertebral body heights and correction of local deformity.
6.Reliability and validity of general procrastination scale in the application of middle school students
Yongmei WU ; Yu CHEN ; Yunjia XIE ; Jili ZHANG ; Tianyi BU ; Jiawei ZHOU ; Zhengxue QIAO ; Jiarun YANG ; Xiaohui QIU ; Yanjie YANG
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(2):161-165
Objective:To test the reliability and validity of the general procrastination scale (GPS) in the application of middle school students.Methods:The Chinese version of GPS, the irrational procrastination scale(IPS), and the Maslach burnout inventory(MBI) were utilized to survey 10 825 middle school students in Harbin City through stratified random sampling, and 4 498 students were retested after 4 weeks. Statistical analysis was performed using SPSS 27.0 and Mplus 8.0.Results:The entries were well differentiated.Exploratory and confirmatory factor analysis indicated that GPS was composed of two factors, including active avoidance and lack of planning.The model fit was good (CFI=0.914, TLI=0.901, RMSEA=0.069, SRMR=0.072). GPS was positively correlated with the total scores of IPS and MBI ( r=0.753, 0.677, both P<0.001). The Cronbach's α coefficient of GPS was 0.864, the folded half reliability was 0.870, and the retest reliability after 4 weeks was 0.756. Conclusion:The GPS has good reliability and validity among middle school students, which provides a standard for measuring the procrastination level of middle school students and carrying out related research.
7.Effects of microglia in the pathogenesis of major depressive disorder
Yanjie YANG ; Jili ZHANG ; Tianyi BU ; Kexin QIAO ; Xiaohui QIU ; Zhengxue QIAO ; Yu WANG ; Yu CHEN ; Bowen WAN ; Zihang XU
Chinese Journal of Behavioral Medicine and Brain Science 2024;33(3):278-283
Major depressive disorder (MDD) has become an increasingly serious public health issue, characterized by high incidence and high disability rates. It often coexists with other mental health problems and physical diseases, with a significant negative impact on patients' quality of life. In clinical practice, MDD is considered a heterogeneous disease. The complexity of the pathological mechanisms and the variability in treatment responses lead to a lack of clear therapeutic targets, which complicates the treatment process. In recent years, with advancements in neuroscience, the crucial role of microglia in the pathogenesis of MDD has been revealed. As the main immune cells in the brain, microglia are not only involved in the regulation of neuroinflammation but also play important roles in neurogenesis and neuronal regulation in MDD. This article mainly discusses the role of microglia in the pathophysiological mechanisms of MDD, aiming to provide a theoretical basis for microglia as a potential target for the treatment of MDD.
8.Effects of lactoprotein iron chelates on iron deficiency anaemia in rats
CHEN Jili ; LI Minghui ; WANG Mengying ; XU Caiju ; ZHANG Shixin ; YAN Jun ; PAN Wenfei ; GAO He ; LI Jie ; WANG Hanbin ; MA Yongqing ; YANG Min
Journal of Preventive Medicine 2023;35(10):861-865
Objective:
To investigate the effects of lactoprotein iron chelates on rats with iron deficiency anaemia (IDA), so as to provide insights into developing and utilizing novel iron supplements.
Methods:
Seventy weaning female SPF-graded rats of the SD strain were randomly divided into the control group (A), model group (B), ferrous sulfate group (C), lactoferrin group (D), lactoferrin iron chelate group (E), Casein oligopeptide iron chelate group (F) and whey protein oligopeptide iron chelate group (G), with 10 rats in each group. The rats in group A were fed with normal diet, and the others were fed with poor iron diet for IDA modeling. The corresponding interventions were given by intragastric administration once a day. The iron ion concentrations of group C, E, F and G were 2.0 mg/kg, and the protein and oligopeptide concentrations of group D, E, F and G were 2 000 mg/kg. Body weight and hemoglobin of rats were measured weekly during 21-day intervention. At the end, peripheral blood samples were collected, and blood routine, iron metabolism and liver function indicators were determined.
Results:
After the intervention, among blood routine indicators, the rats in group C, E, F and G showed elevated hemoglobin, red blood cell, mean corpuscular volume and hematocrit, and decreased free protoporphyrin and mean corpuscular hemoglobin concentration when compared with the rats in group B (all P<0.05); among iron metabolism indicators, the rats in group C, E and G showed elevated serum ferritin, the rats in group C, E, F and G showed elevated serum iron, the rats in group C, D, E, F and G showed decreased unsaturated iron binding capacity and total iron binding capacity when compared with the rats in group B (all P<0.05); among liver function indicators, the rats in group E and G showed decreased alanine transaminase when compared with the rats in group B (both P<0.05).
Conclusions
Lactoprotein alone could not completely improve IDA in rats compared with traditional iron supplement (ferrous sulfate). Lactoprotein iron chelate, especially whey protein oligopeptide iron chelate, could significantly improve IDA, iron reserve and liver function damage in rats.
9.The edification of Japanese nutrition health educators degree system on the promotion of nutrition and health education in schools in China
CHEN Jili, ZHU Liyan, YU Jie, ZHANG Guanchao, YANG Min
Chinese Journal of School Health 2023;44(11):1610-1613
Abstract
Through in-depth investigation into Japanese nutrition health educators post content, configuration, training mode, advanced education practice and the difficulties, the paper explores the effective ways of integrating nutrition health education into the school health education teacher and curriculum system as well as health promotion, so as to guide teachers and students to establish a correct concept of health, enhance health literacy and develop a healthy lifestyle. Additionally, the paper aims at providing suggestions for the construction of nutrition and health school as well as the future development of nutrition health education in China.
10.Treatment progress of relapsed/refractory peripheral T-cell lymphoma
Jili DENG ; Chen ZHANG ; Yuqin SONG
Journal of Leukemia & Lymphoma 2023;32(1):18-21
Peripheral T-cell lymphoma (PTCL) is a highly heterogeneous disease with numerous subtypes, and the overall prognosis is poor, especially in relapsed/refractory patients, and the patients are generally older with limited treatment options that can be tolerated. At the 64th American Society of Hematology (ASH) Annual Meeting in 2022, studies on relapsed/refractory PTCL include the combination of epigenetic agents or combination of immune checkpoint inhibitors, CD30 antibody-drug conjugate (ADC) brentuximab vedotin combined with chemotherapy, targeted drugs PI3K inhibitors and JAK1 inhibitors, etc., providing more choices and opportunities for relapsed/refractory patients.


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