Objective:To propose a deep learning（DL）-based ultrasound imaging auxiliary tool for automatic segmentation and recognition of the brachial plexus（BP），and to enhance the accuracy and safety of clinical procedures.Methods:It was a multicenter study that collected 773 healthy subjects from Peking University Third Hospital and its branch campuses，the Third Medical Center of the Chinese PLA General Hospital，and Shanghai Eighth People's Hospital between August 2024 and February 2025. Brachial plexus（BP）images in the interscalene groove were captured used high-frequency ultrasound by senior sonographers，a dataset comprising 1 289 standardized images were constructed and the improved model（CHA-TransUNet）was trained. The test set was input into 6 different models（CHA-TransUNet，R50-Unet，TransUnet，SegFormer，SwinUnet，MISSFormer）for segmentation. Segmentation accuracy was evaluated using metrics including the Dice similarity coefficient（DSC），95% Hausdorff distance（HD95）and mean intersection over union（mIoU），and was compared with the segmentation results of 3 ultrasound physicians with varying experience levels（junior physicians and senior physicians）to validate the model's segmentation efficacy.Results:The CHA-TransUNet model established based on a dataset of 1 289 standardized images achieved segmentation results for the BP with a DSC of 90.15%，mIoU of 91.02%，and HD95 of 8.08. Its accuracy was higher than other mainstream models（DSC：90.15% vs. 87.60%，87.77%，81.35%，84.78%，84.55%），significantly better than junior physicians（DSC：90.15% vs. 68.73%， Z=-127.76， P<0.001），and approached the level of senior physician（DSC：90.15% vs. 86.15%， Z=-31.33， P=0.549）. The model demonstrated superior boundary recognition in complex anatomical structures（e.g.，C6/C7 nerve roots）compared to ultrasound physicians（junior and senior）（HD95：8.08 vs. 26.34，17.44，56.80）. Conclusions:This study proposes an analysis model for BP ultrasound images，CHA-TransUNet. This model achieves segmentation and recognition of the BP with relatively complex pathways and structures. The model exhibits high accuracy and stability，outperforming current mainstream network models and junior physicians while approaching the performance level of senior physicians. It assists junior physicians or trainees in more accurately identifying and localizing the BP.

Objective:To propose a deep learning（DL）-based ultrasound imaging auxiliary tool for automatic segmentation and recognition of the brachial plexus（BP），and to enhance the accuracy and safety of clinical procedures.Methods:It was a multicenter study that collected 773 healthy subjects from Peking University Third Hospital and its branch campuses，the Third Medical Center of the Chinese PLA General Hospital，and Shanghai Eighth People's Hospital between August 2024 and February 2025. Brachial plexus（BP）images in the interscalene groove were captured used high-frequency ultrasound by senior sonographers，a dataset comprising 1 289 standardized images were constructed and the improved model（CHA-TransUNet）was trained. The test set was input into 6 different models（CHA-TransUNet，R50-Unet，TransUnet，SegFormer，SwinUnet，MISSFormer）for segmentation. Segmentation accuracy was evaluated using metrics including the Dice similarity coefficient（DSC），95% Hausdorff distance（HD95）and mean intersection over union（mIoU），and was compared with the segmentation results of 3 ultrasound physicians with varying experience levels（junior physicians and senior physicians）to validate the model's segmentation efficacy.Results:The CHA-TransUNet model established based on a dataset of 1 289 standardized images achieved segmentation results for the BP with a DSC of 90.15%，mIoU of 91.02%，and HD95 of 8.08. Its accuracy was higher than other mainstream models（DSC：90.15% vs. 87.60%，87.77%，81.35%，84.78%，84.55%），significantly better than junior physicians（DSC：90.15% vs. 68.73%， Z=-127.76， P<0.001），and approached the level of senior physician（DSC：90.15% vs. 86.15%， Z=-31.33， P=0.549）. The model demonstrated superior boundary recognition in complex anatomical structures（e.g.，C6/C7 nerve roots）compared to ultrasound physicians（junior and senior）（HD95：8.08 vs. 26.34，17.44，56.80）. Conclusions:This study proposes an analysis model for BP ultrasound images，CHA-TransUNet. This model achieves segmentation and recognition of the BP with relatively complex pathways and structures. The model exhibits high accuracy and stability，outperforming current mainstream network models and junior physicians while approaching the performance level of senior physicians. It assists junior physicians or trainees in more accurately identifying and localizing the BP.

Accompanied by changes in modern work and lifestyle, the incidence of cervical spondylosis has increased year by year. In view of the fact long-term fixed posture of the head and neck is one of the main causes of cervical spondylosis, a set of wearable cervical spondylosis prevention system is developed. The system comprises a head and neck movement collection module based on the acceleration sensor and a head and neck motion recognition module based on artificial intelligence. Experimental results showed that the system can accurately identify long-term posture of the head and neck, and guide users to complete effective exercise therapy under the supervision of motion recognition module. Using this system can be beneficial for the prevention of cervical spondylosis.
Acceleration ; Artificial Intelligence ; Cervical Vertebrae ; Exercise Therapy/instrumentation* ; Humans ; Movement ; Neck ; Posture ; Spondylosis/prevention & control* ; Treatment Outcome ; Wearable Electronic Devices

Objective To explore clinical efficacy of CO2 laser,low-temperature plasma and electrotome on treatment of epiglottis cyst.Methods A total of 60 cases with epiglottis cyst treated in our department were randomly assigned into CO2 laser group,low-temperature plasma group,and electrotome group,with 20 cases in each group.Postoperative pain,recovery rate,recurrence rate,complication,and intraoperative bleeding were compared in three groups.Results The pain severity was the highest in the electrotome group,followed by the CO2 laser group,and low-temperature plasma group was the lowest.Recovery rate in CO2 laser group was approaching to the low-temperature plasma group,but the electrotome group was slower than above two groups.The blood loss was less in CO2 laser group and low-temperature plasma group,and more in electrotome group.No recurrence was found in CO2 laser group and low-temperature plasma group after 6 months to 3 years of followup,but there was one case with less amount of blooding,and one case complicated with epiglottis defect in the electrotome group.Conclusion The three surgical ways are the major methods for treatment of epiglottis cyst,and have better curative efficacy.Compared with electrotome,CO2 laser under micro-laryngoscope and low-temperature plasma have more advantages.

Objective To explore clinical efficacy of CO2 laser,low-temperature plasma and electrotome on treatment of epiglottis cyst.Methods A total of 60 cases with epiglottis cyst treated in our department were randomly assigned into CO2 laser group,low-temperature plasma group,and electrotome group,with 20 cases in each group.Postoperative pain,recovery rate,recurrence rate,complication,and intraoperative bleeding were compared in three groups.Results The pain severity was the highest in the electrotome group,followed by the CO2 laser group,and low-temperature plasma group was the lowest.Recovery rate in CO2 laser group was approaching to the low-temperature plasma group,but the electrotome group was slower than above two groups.The blood loss was less in CO2 laser group and low-temperature plasma group,and more in electrotome group.No recurrence was found in CO2 laser group and low-temperature plasma group after 6 months to 3 years of followup,but there was one case with less amount of blooding,and one case complicated with epiglottis defect in the electrotome group.Conclusion The three surgical ways are the major methods for treatment of epiglottis cyst,and have better curative efficacy.Compared with electrotome,CO2 laser under micro-laryngoscope and low-temperature plasma have more advantages.

Objective To study thyroid function in patients with depression.Methods The average levels of TSH,FT3,FT4 in 5 316 patients with depression were compared with 5 316 healthy controls.The average levels of TSH,FT3,FT4 were compared between male and female patients with depression.The differences of thyroid disease detection rate were compared between elder and group younger group.Results The differences of TSH,FT3,FT4 levels between the depression patients and healthy controls have statistically significant(P＜0.05).The differences of TSH,FT3,FT4 levels between the male depression patients and the female depression patients have statistically significant (P＜ 0.05).The hyperthyroidism prevalence were as follows:6.50 ％ versus 6.10 ％ (P＞0.05),compared between older and younger depression patients.The subclinical hypothyroidism prevalence 24.30 ％ versus 9.40 ％ (P＜0.05),compared between older and younger depression patients.The hypothyroidism prevalence 14.30 ％ versus 2.90％ (P＜0.05),compared between older and younger depression patients.Conclusion Depression is easily caused by low thyroid hormone levels.Women and elder people with hypothyroidism should more prevent depression.Thyroid hormones can be used as routine screening index of depression,but not specific indicators.

BACKGROUND:At present, finite element analysis technology can set up the model, predict diagnosis, treatment design, as wel as surgical plan, and can be used in the treatment of necrosis of femoral head. OBJECTIVE:To sum and discuss recent progress in clinical and experimental research regarding biomechanical study in osteonecrosis of femoral head by using finite element analysis. METHODS:A computer-based retrieval was performed by the authors (Hong Guo-ju and Zhou Guang-quan) in PubMed, Google, SpringerLink, ChinaNational Knowledge Infrastructure databases for literatures published from January 2010 to December 2015. The key words were“(finite element analysis OR finite element) AND (osteonecrosis OR osteonecrosis of femoral head)”. Inclusive criteria:studies with contents closely related to this paper;original papers with reliable topics and evidence;or papers with clear points and al-round analysis and both studies in vitro and in vivo. RESULTS AND CONCLUSION:A total of 27 studies were included. The articles in the latest five years related to femoral head osteonecrosis and finite element analysis application were concentrated on. We summarized the latest research progress and problems, including the applied research carried out in the femoral head osteonecrosis clinical cases, innovational skil s, so as to point out the direction of future research in the finite element analysis.

Objective To investigate the characteristics of activation-induced cytidine deaminase (AID) expression level in de novo acute leukemia (AL) patients, chronic myeloid leukemia chronic phase (CML-CP), chronic myeloid leukemia blastic crisis (CML-BC) patients and leukemia cell lines. Methods The expression level of AID mRNA was measured in 89 cases of newly-diagnosed acute lymphoblastic leukemia (ALL) patients, 79 cases of de novo acute myeloid leukemia (AML) patients, 5 cases of CML-BC patients, 5 cases of CML-CP patients and leukemia cell lines NB4, THP-1, KG-1, Raji, K562 by real-time quantitative reverse transcriptase polymerase chain reaction (RT-PCR), bone marrow mononuclear cells of 16 normal healthy donors were used as the control group. Results The expression levels of AID mRNA in 89 cases of ALL and 79 cases of AML were 0.006-7 463.175 and 0.005-69.107, the median expression levels were 3.785 and 1.812, the expression level of AID mRNA in the normal control group was 0.146-4.707, and the median expression level was 1.483, respectively. The AID expression levels of ALL, B-ALL, Burkitt leukemia, M4 patients and Raji cells were significantly higher than those of the normal control group (all P <0.05). Nevertheless, the AID mRNA expression levels of M3 patients and NB4, KG-1 cells were lower than those of the normal control group (all P <0.05). Furthermore, the AID mRNA expression levels of K562 cell were strikingly higher than that of the CML-CP patients (P<0.001), so were those of CML-BC, chronic myeloid leukemia myeloid blast crisis (CML-MBC), chronic myeloid leukemia lymphoblastic blast crisis (CML-LBC) patients. Conclusion AID gene shows high expression level in B-ALL, Burkitt leukemia and M4, low expression level in M3 and KG-1 cells, and obvious high expression level in CML-BC.

BACKGROUND:The mechanical characteristics of intramedul ary and intramedul ary fixations for treating intertrochanteric fracture were hot research of finite element, but there was few comparative research on tension side and pressure side of proximal femur. In our study, we found that the distribution of the stress zone was important indication to researches on intertrochanteric fracture and internal fixation design. OBJECTIVE:To explore the effects of intramedul ary and extramedul ary fixations for treating intertrochanteric fracture on pressure side and tensile side of proximal femur. METHODS:CT scan and Mimics modeling of volunteer’s femur were conducted, and the model Evans type I intertrochanteric fracture was constructed and treated with proximal femoral nail antirotation and dynamic hip screw respectively. The stress condition of proximal femur in weight status was simulated. The Abaqus 6.13 was used for finite element analysis, and the tension side and pressure side of proximal femur in both fixations were also analyzed. RESULTS AND CONCLUSION:(1) The stresses of compressive side and tensile side in proximal femoral nail antirotation group were both less than that in dynamic hip screw group. The stress of proximal femur in proximal femoral nail antirotation group was more similar to that in physiological status. (2) These findings verified that for treating intertrochanteric fracture, intramedul ary fixation exerted better mechanical behavior than extramedul ary fixation. The protection of compressive side and tensile side of proximal femur had achieved by intramedul ary fixation.

Objective:To analyze the impact of colorectal cancer laparoscopic and open surgery on immune function.Methods:85 patients from January 2010 to December 2013 due to surgical treatment of colorectal cancer hospitalized in our department were randomly divided into experimental and control groups.The experimental group underwent laparoscopic surgery, the control group underwent laparotomy.The peripheral blood lymphocyte subsets, immunoglobulins, CRP and IL-6 levels, NO and ROS levels were compared in two groups of patients before and after one day,seven days of surgery.Results: The postoperative CD3,CD4,CD4/CD8 level after one day and seven days of surgery was significantly lower than before surgery, CD8 was significantly higher than before surgery,P<0.05.The postoperative CD3, CD4, CD4/CD8 level after one day and seven days in the experimental group were significantly higher,CD8 was significantly lower than the control group,P<0.05.The postoperative IL-6,CRP levels after one day and seven days of surgery were significantly higher than before surgery,IgG,IgM and IgA were significantly lower than before surgery,P<0.05.The postoperative IL-6,CRP levels after one day and seven days of surgery in the experimental group were significantly lower than the control group,IgG,IgM and IgA were significantly higher,P<0.05.The NO and ROS levels after one day and seven days of surgery in the control group were significantly higher than the preoperative and postoperative period the experimental group,P<0.05.The NO and ROS levels after one day and seven days of surgery in the experimental group were no significant difference,P>0.05.Conclusion:Compared to open surgery,laparoscopic treatment of colorectal cancer has a protective and smaller effect for the body′s immune func-tion.