1.Application advances, ethical dilemmas, and future directions of large language models in lung cancer diagnosis and treatment
Zhizhen REN ; Yufan XI ; Xu ZHU ; Yijie LUO ; Geting HUANG ; Junqiao SONG ; Xiuyuan XU ; Nan CHEN ; Qiang PU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(03):353-362
Lung cancer is a leading cause of cancer-related morbidity and mortality worldwide. Coupled with the substantial workload, the clinical management of lung cancer is challenged by the critical need to efficiently and accurately process increasingly complex medical information. In recent years, large language models (LLMs) technology has undergone explosive development, demonstrating unique advantages in handling complex medical data by leveraging its powerful natural language processing capabilities, and its application value in the field of lung cancer diagnosis and treatment is continuously increasing. The paper systematically analyzes that the exceptional potential of LLMs in lung cancer auxiliary diagnosis, tumor feature extraction, automatic staging, progression/outcome analysis, treatment recommendations, medical documentation generation, and patient education. However, they face critical technical and ethical challenges including inconsistent performance in complex integrated decision-making (e.g., TNM staging, personalized treatment suggestions) and "black box" opacity issues, along with dilemmas such as training data biases, model hallucinations, data privacy concerns, and cross-lingual adaptation challenges ("data colonization"). Future directions should prioritize constructing high-quality multimodal corpora specific to lung cancer, developing interpretable and compliant specialized models, and achieving seamless integration with existing clinical workflows. Through dual drivers of technological innovation and ethical standardization, LLMs should be prudently advanced for holistic lung cancer management processes, ultimately promoting efficient, standardized, and personalized diagnosis and treatment practices.
2.Study on treatment of mild to moderate acute respiratory distress syndrome by high flow nasal cannula and non-invasive mechanical ventilation
Xudong XIONG ; Qian CHEN ; Yijie ZHANG ; Liyun CHEN
Chinese Journal of Integrated Traditional and Western Medicine in Intensive and Critical Care 2025;32(4):488-492
Acute respiratory distress syndrome(ARDS)is a common clinical syndrome in intensive care unit(ICU)with high morbidity and mortality.Recently,the new global definition of ARDS has redefined the diagnosis of ARDS,which is divided into non-intubated ARDS,intubated ARDS and ARDS with limited resources.Hypoxia is the main clinical manifestation of ARDS,and respiratory support therapy is the first-line treatment for ARDS.With respect to non-intubated ARDS,current guidelines do not provide a clear preference between high flow nasal cannula(HFNC)and non-invasive mechanical ventilation(NIV).In order to improve clinical managmet of non-intubated ARDS,we review the role of HFNC and NIV in non-intubated ARDS in this paper.
3.High-frequency transcranial magnetic stimulation is more effective than lower frequencies in improving the upper limb function of stroke survivors
Wenxuan CUI ; Chunfang WANG ; Jiaqi CHEN ; Ni HAN ; Yijie ZHENG ; Ying ZHANG
Chinese Journal of Physical Medicine and Rehabilitation 2025;47(11):978-983
Objective:To compare the effect of transcranial magnetic stimulation (rTMS) of the contralesional hemisphere at different frequencies on the recovery of upper limb motor function after a moderate-to-severe ischemic stroke.Methods:The inter-hemisphere compensation model was applied along with electroencephalogram (EEG) power spectrum density measurements. Thirty stroke survivors were randomly assigned to a sham stimulation group ( n=9), a high-frequency stimulation group ( n=11) or a low-frequency stimulation group ( n=10). In addition to physical and pharmacological therapy, the low-frequency and high-frequency groups received 1Hz or 5Hz rTMS, while the sham group received sham stimulation. The rTMS was delivered over the contralesional (unaffected) hemisphere once daily for 20 minutes over 15 consecutive days. Before, as well as 7 and 15 days after the treatment, all of the subjects′ motor functioning was assessed using the Fugl-Meyer Assessment for the upper extremity (FMA-UE) and their ability in the activities of daily living was assessed using the modified Barthel Index (MBI). Resting-state EEGs with the eyes closed were also recorded, and absolute alpha power across the whole brain was calculated. Changes from baseline FMA-UE and MBI scores and absolute alpha power were analyzed using one-way and repeated-measures analysis of variance. Results:After the treatment, significant within-group improvements from baseline were observed in the FMA-UE scores, MBIs and absolute alpha power, except for absolute alpha power in the low-frequency and sham groups. The repeated-measures analysis of variance revealed significant time × group interactions for FMA-UE ( F=9.926, P≤0.001), MBI ( F=8.789, P≤0.001) and absolute alpha power ( F=4.511, P≤0.05). So the treatment effects varied among the groups. Post hoc Bonferroni-corrected comparisons showed that the high-frequency group exhibited significantly greater improvements from baseline in terms of all three indicators compared with the other two groups. Conclusions:High-frequency (5Hz) rTMS applied to the contralesional hemisphere produced greater improvement than low-frequency (1Hz) stimulation in the upper limb motor function of patients with moderate-to-severe stroke. These findings support the use of the interhemispheric compensation model to guide rTMS therapy, particularly for patients with FMA-UE scores below 43.
4.Analysis of risk factors for delirium in elderly patients with head and neck cancer after free flap reconstruction surgery
Sixing CHEN ; Fengying QIN ; Xiumei YU ; Yijie HUANG ; Shaoning ZHOU ; Weiping GU ; Qiumiao CHEN
Chinese Journal of Stomatology 2025;60(1):54-60
Objective:To investigate the risk factors for delirium after free flap reconstruction surgery in elderly patients with head and neck cancer.Methods:This study retrospectively collected clinical data from 309 elderly patients with head and neck cancer who underwent radical resection and free flap reconstruction surgery in the Department of Operation & Anesthesiology, College & Hospital of Stomatology, Guangxi Medical University from January 2018 to December 2022. Among them, there were 197 males (63.8%) and 112 females (36.2%), with an average age of (66.8±5.5) years old. Based on the delirium diagnostic criteria outlined in the fifth edition of the Diagnostic and Statistical Manual of Mental Disorders, patients were evaluated for postoperative delirium within one week after surgery. They were then divided into a delirium group ( n=75) and a non-delirium group ( n=234). Perioperative indicators potentially related to postoperative delirium, including age, gender, past medical history, tumor characteristics, hematological tests, perioperative sleep disturbances, surgical procedures, intraoperative fluid intake and output, anesthetic dosage, postoperative pain, etc, were collected from the relevant medical record system.Variables with P<0.05 were included in a multivariate Logistic regression model to screen for independent risk factors for delirium. Results:The incidence of delirium after free flap reconstruction surgery for head and neck cancer in elderly patients was 24.3% (75/309). Multivariate Logistic regression analysis showed that male gender ( OR=2.802, P=0.005), perioperative sleep disturbances ( OR=7.104, P<0.001), and moderate-to-severe postoperative pain ( OR=6.903, P<0.001) were risk factors for postoperative delirium. Conclusions:Male gender, perioperative sleep disturbances, and moderate-to-severe postoperative pain are independent risk factors for delirium in these patients.
5.Differences in clinical-pathological-ultrasound features among hepatocellular carcinoma with different des-gamma-carboxy prothrombin status
Feihang WANG ; Yadan XU ; Yanni CHEN ; Kai YUAN ; Wentao KONG ; Yi DONG ; Yijie QIU ; Wenping WANG
Chinese Journal of Ultrasonography 2025;34(8):662-669
Objective:To explore the differences between clinical-pathological-ultrasound features in hepatocellular carcinoma(HCC)with negative and positive des-gamma-carboxy prothrombin(DCP).Methods:A retrospective analysis was conducted on 649 patients with pathologically confirmed HCC at Zhongshan Hospital,Fudan University from April 2020 to May 2024. Patients were stratified into DCP-negative(177 cases,<40 mAU/ml)and DCP-positive(472 cases,≥40 mAU/ml)groups. Clinical data,pathological features,and ultrasound findings were collected. Conventional ultrasound and contrast-enhanced ultrasound(CEUS)imaging characteristics were analyzed and compared between the two groups,and the correlation between ultrasound features and pathological characteristics were analyzed.Results:The DCP-negative group exhibited a lower incidence of microvascular invasion(10.17% vs. 34.75%, P<0.001)and smaller median tumor diameter(23 mm vs. 40 mm, P<0.001). Heterogeneous internal echogenicity was less frequent in DCP-negative tumors[48.59%(86/177) vs. 74.58%(352/472), P<0.001]. CEUS revealed higher rates of arterial-phase iso-enhancement(6.78% vs. 1.69%)and absence of washout(13.56% vs. 4.45%)in DCP-negative HCC(both P<0.001). CEUS LI-RADS classification showed fewer LR-5 lesions[50.85%(90/177) vs. 59.53%(281/472)]in DCP-negative group( P<0.001). Conclusions:HCC with different DCP states has different clinical-pathological-ultrasound features. DCP-negative HCCs are more likely to show atypical enhancement patterns characteristic of HCC.
6.Exploration of the relationship between patients with MAFLD and MetALD for alcohol intake on all-cause mortality based on NHANES Ⅲ data
Leyao JIA ; Fajuan RUI ; Xiangyu WU ; Sisi ZHOU ; Yijie CHEN ; Chao WU ; Junping SHI ; Weihua WU ; Jie LI
Chinese Journal of Hepatology 2025;33(9):862-871
Objective:To investigate the impact of evaluating the alcohol intake on all-cause mortality in patients with metabolic-associated fatty liver disease(MAFLD)and metabolic dysfunction and alcohol-related liver disease(MetALD).Method:The retrospective study included patients aged 20 to 74 years with hepatic steatosis diagnosed by ultrasound,with data from the Third National Health and Nutrition Examination Survey(NHANES III)between 1988 and 1994. Participants were categorized into light,moderate,and heavy drinking groups according to daily alcohol intake. Multivariable-adjusted hazard ratios(aHR)and their 95% confidence intervals( CI)were calculated by Cox proportional risk regression modeling to assess the effect of alcohol intake on all-cause mortality. Results:A total of 2 322 patients were included in the study. Males accounted for 50.2%(1 166/2 322),with a age of 42.0(31.3,57.0)years,a median follow-up of 316.0(270.0,337.0)months,and an all-cause mortality rate of 1.48% per person-year. There were 1,763 cases in the light drinking group,333 in the moderate drinking group,and 226 in the heavy drinking group.The all-cause mortality rates for patients in the three drinking groups were 1.38%,1.67%,and 2.10% per person-year,respectively. The moderate(a HR=1.37,95% CI:1.12 to 1.67, P=0.002)and heavy(a HR=1.45,95% CI:1.17 to 1.80, P=0.001)drinking groups were independently associated with increased all-cause mortality following covariate adjustment. There was a difference in all-cause mortality for alcohol intake in non-type 2 diabetes mellitus(T2DM)patients under 60 years of age( P<0.05),but the difference was not statistically significant between non-T2DM patients over 60 years of age and T2DM patients of all ages( P>0.05)according to the analysis of diabetes status and age subgroups. Conclusion:Alcohol intake has a dose-dependent negative effect on patients with MAFLD and MetALD. The risk of all-cause mortality increased significantly with increasing alcohol intake.
7.Arbuscular mycorrhizal fungi improve physiological metabolism and ameliorate root damage of Coleus scutellarioides under cadmium stress.
Yanan HOU ; Fan JIANG ; Shuyang ZHOU ; Dingyin CHEN ; Yijie ZHU ; Yining MIAO ; Kai CENG ; Yifang WANG ; Min WU ; Peng LIU
Chinese Journal of Biotechnology 2025;41(2):680-692
Soil cadmium pollution can adversely affect the cultivation of the ornamental plant, Coleus scutellarioides. Upon cadmium contamination of the soil, the growth of C. scutellarioides is impeded, and it may even succumb to the toxic accumulation of cadmium. In this study, we investigated the effects of arbuscular mycorrhizal fungi (AMF) on the adaptation of C. scutellarioides to cadmium stress, by measuring the physiological metabolism and the degree of root damage of C. scutellarioides, with Aspergillus oryzae as the test fungi. The results indicated that cadmium stress increased the activity of superoxide dismutase (SOD), peroxidase (POD), and catalase (CAT), and the content of malondialdehyde (MDA) and proline (Pro) within the cells of C. scutellarioides, but inhibited mycorrhizal infestation rate, root vigour and growth rate to a great degree. With the same cadmium concentration, the inoculation of AMF significantly improved the physiological indexes of C. scutellarioides. The maximum decrease of MDA content was 42.16%, and the content of secondary metabolites rosemarinic acid and anthocyanosides could be increased by up to 27.43% and 25.72%, respectively. Meanwhile, the increase of root vigour was as high as 35.35%, and the DNA damage of the root system was obviously repaired. In conclusion, the inoculation of AMF can promote the accumulation of secondary metabolites, alleviate root damage, and enhance the tolerance to cadmium stress in C. scutellarioides.
Cadmium/toxicity*
;
Mycorrhizae/physiology*
;
Plant Roots/drug effects*
;
Soil Pollutants/toxicity*
;
Stress, Physiological
;
Superoxide Dismutase/metabolism*
8.Robotic-assisted left thoracic small-incision minimally invasive coronary artery bypass grafting:a case series report
Peiling HE ; Yi SONG ; Ye YUAN ; Wenjun WU ; Changming ZHONG ; Chang LIU ; Jianming CHEN ; Yijie HU
Journal of Army Medical University 2025;47(2):161-167
Objective To summarize the clinical efficacy of robotic-assisted left thoracic small-incision minimally invasive direct coronary artery bypass grafting(MIDCAB).Methods A retrospective analysis was conducted on the procedures and treatment outcomes of robotic-assisted MIDCAB in the Army Medical Center of PLA from October 2016 to June 2023.Baseline clinical information,MIDCAB-related data,perioperative conditions and data during follow-up were collected and analyzed.Results There were 23 patients subjected,including 21 males and 2 females,with a mean age of 58.17±7.49 years,and a body mass index(BMI)of 23.99±3.25 kg/m2.All of them experienced angina pectoris,and 1 had a history of myocardial infarction,1 had dilated cardiomyopathy,2 patients had chronic obstructive pulmonary disease(COPD),and 10 had a history of percutaneous coronary intervention(PCI).Robotic-assisted MIDCAB procedure was successfully completed.No internal mammary artery injury or transformation of the procedure occurred in these cases,and excellent bridging vessel flow was achieved after anastomosis of the internal mammary artery to left anterior descending branch.The incision length in the left chest was 8(8,8)cm,the operation time was 380(300,465)min,the intraoperative bleeding volume was 300(100,400)mL,the length of ICU stay was 3(2,3)d,the amount of thoracic drainage was 780(525,1 040)mL,and the postoperative length from surgery to discharge was 11.17±2.38 d.No mortality was observed during or within 30 d of hospitalization,and 1 patient was readmitted due to pericardial effusion within 30 d,and was discharged after symptomatic treatment including pericardiocentesis and drainage.No deaths,major adverse cardiovascular and cerebrovascular events(MACCE),or re-revascularization occurred in all patients during outpatient and telephone follow-up.Conclusion Robotic-assisted internal mammary artery dissection is a delicate and safe technique,and coronary artery bypass grafting in minimally invasive small-incision off-pump is effective,safe and feasible,with satisfactory short-and mid-term outcomes.The technique is suitable for minimally invasive coronary artery disease surgery and is worthy of popularization and application.
9.Effects of repetitive transcranial magnetic stimulation on sleep disorder and examination results of recruits
Yanbin ZHAN ; Yijie ZHAO ; Hui YUAN ; Longjuan YU ; Lei CHEN ; Benqiang DENG ; Wei WANG ; Shudan LUO ; Ping ZHANG
Journal of Navy Medicine 2025;46(5):440-445
Objective To explore the effect of repetitive transcranial magnetic stimulation(rTMS)on the sleep disorder and examination results of recruits.Methods At a training base,the Pittsburgh Sleep Quality Index(PSQI)was used to screen the recruits with sleep disorders(total score of PSQI>7).The recruits were randomly assigned to rTMS group or sham rTMS group.Both groups received cognitive and behavioral intervention therapy,including sleep health education and relaxation training.Moreover,the rTMS group was treated with rTMS at the right posterior parietal lobe by continuous theta burst stimulation(cTBS)twice a day at an interval of at least 50 min for 5 consecutive days as a course of treatment with an interval of 2 days for a total of 2 courses of treatment.The coil position and stimulus intensity of sham rTMS group were consistent with the rTMS group,but the head of subjects was perpendicular to the coil plane and there was no effective stimulation.Before and after treatment,PSQI,self-rating depression scale,generalized anxiety disorder-7 and health questionnaire-15 were used to evaluate the sleep,mood and physical state of the recruits.The training result was assessed one month after treatment.The total effective rate of PSQI improvement and examination results were compared between the two groups.The independent influencing factors of excellent examination result were analyzed.Results Among 351 recruits,83 with sleep disorders completed treatment and follow-up.There were 40 patients in the rTMS group and 43 patients in the sham rTMS group.There was no significant difference between the two groups at baseline.After treatment,the total effective rate of PSQI improvement in the rTMS group was higher than that in the sham rTMS group(77.50%vs 53.49%,P=0.022).The average examination score and excellent rate of the rTMS group were higher than those of the sham rTMS group(91.58±3.19 vs 89.47±4.67,P=0.020;85%vs 65.12%,P=0.037).Logistic regression analysis showed that the treatment mode(rTMS group)was the independent influencing factor of excellent examination results(P=0.032).Conclusion rTMS can effectively and safely improve the sleep disorders and examination results of recruits.rTMS may play a positive role in improving the learning and training effect of recruits,which needs to be further proved.
10.A case report of intraluminal thrombus in proximal vertebral artery
Yang DING ; Yijie CHEN ; Xu ZHENG ; Yigang CHEN ; Jinhua ZHANG
Chinese Journal of Nervous and Mental Diseases 2025;51(4):243-245
Intraluminal thrombus(ILT)at the vertebral artery origin is rare and often missed due to atypical symptoms.However,it poses a high risk of artery-to-artery embolism and severe posterior circulation ischemia.This article reports a case of missed diagnosis of ILT to improve the diagnostic ability.The patient,a 49-year-old male was admitted to emergency department with sudden dizziness accompanied by nausea for 12 hours.Head CT suggested posterior circulation ischemia.Patient was given aspirin 0.2 g/d and atorvastatin 20 mg/d orally and discharged from the hospital.Head MRI in the outpatient department showed a recent infarct in the right cerebellar hemisphere next day.On the 28th,dizziness recurred,accompanied by unsteady walking and right-sided hemisensory numbness.The symptoms persisted and did not improve.He was admitted to the hospital on the 29th.Cervical CTA showed severe stenosis at the origin of the right vertebral artery,filling defect in the distal lumen combined with the Donut sign.Thus,ILT was diagnosed.The drug treatment regimen was adjusted to aspirin 100 mg/d combined with clopidogrel 75 mg/d for a total of 15 weeks.High-resolution MRI of the cervical blood vessels in the outpatient department showed occlusion of the V1-V2 segment of the right vertebral artery.On November 2,endovascular treatment was performed under local anesthesia.At 90 days and 6 months of follow-up after the operation,no recurrence of cerebral ischemia events occurred,and the mRS score was 0.This case highlights the need for vigilance toward ILT in posterior circulation ischemia when initial imaging is inconclusive.Early dynamic CTA(5-7 days)combined with dual antiplatelets may prevent thrombus progression and improve outcomes.

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