Objective To improve the efficiency and accuracy of videonystagmography calibration test results while enabling effective recognition of saccadic undershoot waveform by developing a dual-stream architecture-based deep learning model. Methods A vestibular function calibration test recognition model with cross-modal feature fusion was constructed by integrating vision transformer (ViT) and a modified ConvNeXt convolutional network. The model utilized trajectory pictures and spatial distribution maps as inputs, employed a multi-task learning framework to classify calibration data, and to directly evaluate undershoot waveform. Results The model showed outstanding performance in assessing calibration compliance. The accuracy, sensitivity, specificity of the model in left side, middle, and right side were all greater than 90%, and AUC values were all greater than 0.99, with 97.66% of optimal accuracy (middle), 98.98% of optimal sensitivity (middle), 96.87% of optimal specificity (right side), and 0.997 of AUC (right side). The model also showed promising performance in undershoot waveform recognition with 87.50% of accuracy, 89.66% of sensitivity, 85.71% of specificity, 86.67% of F1 score, and 0.931 of AUC. Conclusions The proposed method not only significantly enhances the efficiency and accuracy of calibration test results, but also provides a novel solution for undershoot waveform recognition.

Eight new diterpenoids, Isodons A-H (1-8), comprising seco-abietane and abietane-type structures, together with 13 known analogues (9-21), were isolated from Isodon lophanthoides (Buch.-Ham. ex D. Don) Hara. The compounds (+)-3/(-)-3, (+)-4/(-)-4, and (+)-5/(-)-5 were identified as three enantiomeric pairs. The planar structures and absolute configurations of 1-8 were determined through high-resolution electrospray ionization mass spectrometry (HR-ESI-MS), 1D & 2D nuclear magnetic resonance (NMR) spectroscopy, electronic circular dichroism (ECD) calculations, and X-ray diffraction crystallography. A cholesterol 7α-hydroxylase (Cyp7a1) luciferase reporter assay revealed significant anti-cholestatic activities for compounds 1, (+)-4, 6, 7, 12-14, and 16. Additionally, compound 6 demonstrated anti-cholestatic effects through the farnesoid X receptor (FXR)-associated signaling pathways in vitro and in vivo. These findings suggest potential applications for I. Lophanthoides in pharmaceutical development.
Abietanes/pharmacology* ; Molecular Structure ; Animals ; Isodon/chemistry* ; Humans ; Diterpenes/pharmacology* ; Plant Extracts/chemistry*

Microfibrino-associated protein (MFAP) 2 is an extracellular matrix glycoprotein and a member of the MFAP family. It participates in the assembly of extracellular elastic microfibers.Upregulation of MFAP2 can promote the occurrence and development of various tumors and regulate multiple cancer-related signaling pathways and is related to their prognosis, making it a potential target for tumor treatment. This article summarizes the research progress on the pathogenesis, targeted therapy and prognosis of MFAP2 in malignant tumors.

Microfibrino-associated protein (MFAP) 2 is an extracellular matrix glycoprotein and a member of the MFAP family. It participates in the assembly of extracellular elastic microfibers.Upregulation of MFAP2 can promote the occurrence and development of various tumors and regulate multiple cancer-related signaling pathways and is related to their prognosis, making it a potential target for tumor treatment. This article summarizes the research progress on the pathogenesis, targeted therapy and prognosis of MFAP2 in malignant tumors.

Objective To evaluate the medium-to-long-term efficacy of parallel stenting technology in treating aortoiliac occlusive disease(AIOD).Methods The clinical data of 18 patients with symptomatic AIOD,who received parallel stenting(using metal bare stent or covered stent)to reconstruct the aortoiliac artery at the Affiliated Hospital of Southwest Medical University of China from March 2017 to May 2019,were retrospectively analyzed.The patients included 14 males and 4 females with a mean age of(64.78±9.04)years.The surgical details,clinical success,complications,and stent patency rate were recorded.Results Both technical success and clinical success were achieved in all patients.A total of 62 stents were implanted,including 52 bare metal stents,9 covered stents and one renal artery balloon dilatation stent.After stent implantation,one patient each developed lacunar cerebral infarction,brachial artery pseudoaneurysm,decreased hemoglobin level,and thrombus migration into the renal artery,and after active management the patients were well discharged.The incidence of complications was 22％(4/18).During the follow-up period,3 patients developed in-stent restenosis,and the vascular lumen returned to patency after a second time of endovascular intervention.The postoperative 12-,18-,24-,30-,and 36-month main patency rates were 100％,95％,90％,85％,and 85％,respectively.Conclusion For the treatment of AIOD,parallel stenting technology has obtained satisfactory 3-year results.For the patients with complicated AIOD,this technique also carries a high technical success rate and an acceptable medium-to-long-term patency rate.

Objective:Establish a method for measuring the surface wettability of metal material coatings.Methods:The wettability of the inner surface of metal can coating was measured by standard static contact angle goniometer and Dyne pen.Results:Dyne pen analysis method is simple and effective,and can know the result quickly.The contact angle goniometer has higher measurement accuracy,and can more accurately obtain the wetta-bility of metal material coating surface.Conclusion:Standard static contact angle goniometer and Dyne pen can be used to determine the wettability of metal coating surface,and improve the reference for the determination of the wettability of metal coating surface.

Objective:Establish a method for measuring the surface wettability of metal material coatings.Methods:The wettability of the inner surface of metal can coating was measured by standard static contact angle goniometer and Dyne pen.Results:Dyne pen analysis method is simple and effective,and can know the result quickly.The contact angle goniometer has higher measurement accuracy,and can more accurately obtain the wetta-bility of metal material coating surface.Conclusion:Standard static contact angle goniometer and Dyne pen can be used to determine the wettability of metal coating surface,and improve the reference for the determination of the wettability of metal coating surface.

Objective:To construct a prediction model of inadvertent perioperative hypothermia in patients under general anesthesia , and to apply to clinic to verify its performance.Methods:The data of 19 068 surgical patients in a Grade Ⅲ Class A hospital in Zhejiang Province from January 2016 to September 2020 were included. The model was constructed by using artificial intelligence technology based on deep learning, and the prediction effect of the model was tested by using the area under the subject operating characteristic curve and decision curve. Totally 2 157 surgical patients were included from October 2020 to March 2021 to test the prediction accuracy of the model.Results:The incidence of hypothermia was 13.89% (2 649/19 068) in the modeling group and 14.18% (306/2 157) in the validation group. The area under the subject operating characteristic curve of the prediction model was 0.724 (95% CI: 0.707-0.741), the sensitivity was 0.516, the specificity was 0.823, the cut-off value was 0.175, and the accuracy of practical application was 79.54%. Conclusions:This model can stably predict the incidence of perioperative inadvertent hypothermia in patients under general anesthesia, and provide reference for clinical prevention of inadvertent perioperative hypothermia.

Objective: To develop the early respiratory rehabilitation techniques in pediatric intensive care unit(PICU) for children with mechanical ventilation. Methods: A respiratory rehabilitation team was established, and early respiratory rehabilitation intervention methods for critically ill children were also developed.Early bedside rehabilitation were implemented after the vital signs of mechanical ventilation children were stable for 24 hours, and the rehabilitation effect and adverse events were observed. Results: According to the patient′s condition, 23 patients in PICU received early respiratory rehabilitation after incubations, including 10 males and 13 females, aged 57.0(17.5, 91.5) months.There was no adverse event in 729 rehabilitation practices.The average consulting time was 8.0(4.0, 18.0) days after incubations.The average incubation time was 693.5(345.2, 1 027.1)hours of all the patients.As to 16 patients who were weaned before charged out, the average incubation time was 566.2(243.4, 928.7)hours, and the average incubation time from respiratory rehabilitation performance to weaning was 168.0(6.0, 564.0) hours.In 19 patients who only received limbs massage and passive movements, the average incubation time was 381.7(309.6, 541.4) hours and the average incubation time from respiratory rehabilitation performance to weaning was 187.2(81.5, 382.9) hours.However the difference between these who received respiratory rehabilitation and only received limbs massage and passive movements was not statistically significant. Conclusion It′s safe and feasible to perform the early respiratory rehabilitation in PICU for critically ill children with mechanical ventilation.

Objective:To evaluate the effect of definitive radiotherapy with different doses on overall survival (OS) and identify the prognostic factors of patients with non-metastatic esophageal squamous cell carcinoma (ESCC).Methods:Clinical data of 2 344 ESCC patients treated with definitive radiotherapy (RT) alone or chemoradiotherapy from 2002 to 2016 in 10 hospitals were collected and analyzed retrospectively. After the propensity score matching (PSM)(1 to 2 ratio), all patients were divided into the low-dose group (equivalent dose in 2 Gy fractions, EQD 2Gy<60 Gy; n=303) and high-dose group (EQD 2Gy≥60 Gy; n=606) based on the dose of radiation. Survival analysis was conducted by Kaplan- Meier method. Multivariate prognostic analysis was performed by Cox′s regression model. Results:The median follow-up time was 59.6 months. After the PSM, the 1-, 3- and 5-year overall survival (OS) rate was 66.5%, 34.7%, 27.2% in the low-dose group, 72.9%, 41.7% and 34.7% in the high-dose group, respectively ( P=0.018). The 1-, 3-and 5-year progression-free survival rate was 52.2%, 27.2%, 23.1% in the low-dose group, 58.3%, 38.1% and 33.9% in the high-dose group, respectively ( P=0.001). The outcomes of univariate analysis indicated that cervical/upper esophagus location, early (stage Ⅱ) AJCC clinical stage, node negative status, tumor length ≤5 cm, receiving intensity-modulated radiation therapy (IMRT), receiving concurrent chemotherapy and EQD 2Gy≥60 Gy were closely associated with better OS (all P<0.05). Multivariable analysis demonstrated that tumor location, regional lymph node metastasis, concurrent chemotherapy and EQD 2Gy were the independent prognostic factors for OS (all P<0.05). Conclusion:Three-dimensional conformal or IMRT with EQD 2Gy≥60 Gy yields favorable survival outcomes for patients with locally advanced ESCC.