The structures and activities of enzymes are influenced by pH of the environment. Understanding and distinguishing the adaptation mechanisms of enzymes to extreme pH values is of great significance for elucidating the molecular mechanisms and promoting the industrial applications of enzymes. In this study, the ESM-2 protein language model was used to encode the secreted microbial proteins with the optimal performance above pH 9 and below pH 5, which yielded 47 725 high-pH protein sequences and 66 079 low-pH protein sequences, respectively. A deep learning model was constructed to identify protein acid-base tolerance based on amino acid sequences. The model showcased significantly higher accuracy than other methods, with the overall accuracy of 94.8%, precision of 91.8%, and a recall rate of 93.4% on the test set. Furthermore, we built a website (https://enzymepred.biodesign.ac.cn), which enabled users to predict the acid-base tolerance by submitting the protein sequences of enzymes. This study has accelerated the application of enzymes in various fields, including biotechnology, pharmaceuticals, and chemicals. It provides a powerful tool for the rapid screening and optimization of industrial enzymes.
Deep Learning ; Hydrogen-Ion Concentration ; Amino Acid Sequence ; Enzymes/metabolism* ; Sequence Analysis, Protein ; Proteins/metabolism* ; Bacterial Proteins/metabolism*

Objective:To explore the effect of intravenous thrombolysis in patients with acute ST segment elevation myocardial infarction (STEAMI) caused by acute occlusion of venous bridging vessels.Methods:The clinical data of a patient with acute STEMI caused by acute occlusion of venous bridge in the North China University of Science and Technology Affiliated Hospital in 2019 was retrospectively analyzed.A 58-year-old male patient underwent coronary artery bypass grafting (CABG) 12 years ago.He was re-admitted to the hospital due to acute inferior ST-segment elevation myocardial infarction for 4 hours.He was given Immediately aspirin 0.3 g chewed, ticagrelor 180 mg orally, heparin 4000 U intravenous injection.Next, he was given 50 mg of recombinant prourokinase intravenous thrombolysis.The successful thrombolysis was judged by observing the relief of chest pain symptoms, the ST segment of ECG falling down and the moving of myocardial enzyme peak.Coronary angiography was performed to observe the pathological changes of coronary artery and Bridge in situ, and further treatment strategies were formulated.Cardiac ultrasound examination was performed to understand the structure and function of the heart.The patients were followed up for 1 year to observe whether there were angina pectoris and cardiovascular events.Results:Thrombolytic therapy was successful at 1 hour.Coronary angiography was performed on the 8th day after acute inferior STEMI.The culprit vessel was ascending aorta great saphenous vein right coronary artery.The whole course was diffuse lesions with a large number of thrombus shadows.In situ, the left main coronary artery was diffuse 60% stenosis, the ostia of anterior descending branch and right coronary artery were completely occluded, and the proximal part of circumflex artery was completely occluded.The patients were given intensive antithrombotic therapy for 14 days, and he got better and was discharged.On the 41st day after acute STEMI, coronary angiography was reexamined.Thrombus shadow in aorta great saphenous vein right coronary artery disappeared.Echocardiography showed that left ventricular diastolic diameter was 53 mm and ejection fraction was 55%.The patient was given improved lifestyle and intensive drug treatment.One year after myocardial infarction, the patient had no angina pectoris and was competent for daily work and life.Conclusion:For patients more than 10 years after CABG, with chronic occlusion of coronary artery in situ, when acute STEMI caused by venous bridge occlusion, intravenous thrombolytic therapy is in line with the principle of early reperfusion treatment and has a good prognosis.

Objective To explore the experience and needs on clinical practice training for interventional therapy specialized nurses of Hu'nan Province, so as to provide a reference for reasonably setting up the training practical courses for interventional therapy specialized nurses and a basis for further perfecting the system of interventional therapy specialized nurses training. Methods From 10th June to August 6th 2017, the semi-structured in-depth interview was used to 14 nurses attending the training for interventional therapy specialized nurses of Hu'nan Province by purposive sampling. The results were analyzed and themes were refined with the Colaizzi seven-step analysis. Results A total of five themes were refined in training experiences including that the practical ability of interventional therapy was improved, the time of clinical practice was too short, clinical rotating department was arranged unreasonably, quality of clinical teachers was uneven, the forms of clinical practice assessment needed to be standardized. Conclusions Interventional therapy specialized nurses training can improve trainees' quality of clinical practice. However, course offered should be adjusted based on trainees' actual situation and the model of interventional therapy specialized nurses training should be perfected so as to improve training effects.