The specific binding of T cell receptors (TCRs) to antigenic peptides plays a key role in the regulation and mediation of the immune process and provides an essential basis for the development of tumour vaccines. In recent years, studies have mainly focused on TCR prediction of major histocompatibility complex (MHC) class I antigens, but TCR prediction of MHC class II antigens has not been sufficiently investigated and there is still much room for improvement. In this study, the combination of MHC class II antigen peptide and TCR prediction was investigated using the ProtT5 grand model to explore its feature extraction capability. In addition, the model was fine-tuned to retain the underlying features of the model, and a feed-forward neural network structure was constructed for fusion to achieve the prediction model. The experimental results showed that the method proposed in this study performed better than the traditional methods, with a prediction accuracy of 0.96 and an AUC of 0.93, which verifies the effectiveness of the model proposed in this paper.
Receptors, Antigen, T-Cell/immunology* ; Histocompatibility Antigens Class II/metabolism* ; Humans ; Neural Networks, Computer ; Peptides/metabolism* ; Protein Binding

Objective:To evaluate the effectiveness and safety of phacoemulsification cataract extraction combined with intraocular lens implantation (PEI) plus goniosynechilysis (GSL) and goniotomy (GT) for advanced primary angle-closure glaucoma (PACG).Methods:An observational case series study was performed.Fifty eyes of 50 patients with advanced PACG were enrolled in Zhongshan Ophthalmic Center from August 2020 to June 2021.All the patients received PEI+ GSL+ GT and were followed up for over 6 months, with a mean follow-up of 7.5 (6, 10) months.Intraocular pressure (IOP) was measured with a Goldmann applanation tonometer.Best corrected visual acuity (BCVA) was examined with an ETDRS chart and converted to logarithm of the minimum angle of resolution (LogMAR) units for analysis.Types and number of anti-glaucoma medications applied before and after surgery, and the surgical complications were collected.Success rate of surgery was calculated.Complete surgical success was defined as an IOP of 5-18 mmHg (1 mmHg=0.133 kPa) with a reduction of 20% from baseline without anti-glaucoma medication, no vision-threatening complications, no loss of light perception, and no reoperation.Qualified success was defined as an IOP of 5-18 mmHg with a reduction of 20% from baseline with or without anti-glaucoma medication, no vision-threatening complications, no loss of light perception, and no reoperation.This study adhered to the Declaration of Helsinki.This research protocol was approved by an Ethics Committee of Zhongshan Ophthalmic Center (No.2021KYPJ177). Written informed consent was obtained from each subject before entering the cohort.Results:The mean preoperative IOP was (28.81±7.81)mmHg, and the IOP at the end of follow-up was (13.41±4.10)mmHg, showing a statistically significant decrease ( t=12.260, P<0.001). The postoperative IOP was decreased by 13.80 (9.10, 19.40)mmHg, with a percentage decrease of 51.1% (38.6%, 67.1%). The mean preoperative and postoperative BCVA was (0.92±0.11) LogMAR and (0.88±0.10) LogMAR, respectively, and no significant difference was found ( t=-0.560, P=0.580). The number of anti-glaucoma medications was reduced from 2 (1, 3) before operation to 0 (0, 0) after operation.The complete success rate of surgery was 80% (40/50), and the qualified success rate was 94% (47/50). Surgical complications mainly included hyphema in 7 eyes, IOP spike in 7 eyes, and corneal edema in 3 eyes.No vision-threatening complication occurred. Conclusions:PEI+ GSL+ GT is preliminarily effective and safe for advanced PACG by reducing IOP and application of anti-glaucoma medications with few complications.

Objective To study pulmonary wedge angiography ( PWA ) with hemodynamic the evaluation of children with congenital heart disease and pulmonary artery hypertension ( PAH) . Methods Hemodynamic measurement and pulmonary wedge angiography were performed in 50 children with congenital heart disease. Comparison and analysis were made from the data obtained from PWA and catheterization. Results After PWA, the patients were categorized into 3 groups according to the measured hemodynamics parameters:group A [ n=15, patients with normal mean pulmonary artery pressure ( mPAP≤25 mmHg) and normal pulmonary vessel resistance (PVR﹤300 dyne?s?cm5)], group B [n=24, patients with PAH (mPAP﹥25 mmHg) but normal PVR] and group C (n=11, patients with PAH and elevated PVR (PVR≥300 dyne?s?cm5). Rote of tapering (ROT) was significant lower in group C than in group A and B (F=42. 559,P﹤0. 05). Pulmonary circulation time (PCT) was higher in group C than in group A and B (F=6. 037,P﹤0. 05). ROT correlated negatively with PVR (r = -0. 606, P ﹤0. 05). PCT index correlated positively with PVR (r=0. 783,P=0. 01). There was no significant correlation between PCT and mean pulmonary artery hypertension (mPAP). Conclusions PWA may help to make quantitative analysis of the pulmonary vascular status in patients with congenital heart disease.