Current experimental and computational methods have limitations in accurately and efficiently classifying ion channels within vast protein spaces. Here we have developed a deep learning algorithm, GPT2 Ion Channel Classifier (GPT2-ICC), which effectively distinguishing ion channels from a test set containing approximately 239 times more non-ion-channel proteins. GPT2-ICC integrates representation learning with a large language model (LLM)-based classifier, enabling highly accurate identification of potential ion channels. Several potential ion channels were predicated from the unannotated human proteome, further demonstrating GPT2-ICC's generalization ability. This study marks a significant advancement in artificial-intelligence-driven ion channel research, highlighting the adaptability and effectiveness of combining representation learning with LLMs to address the challenges of imbalanced protein sequence data. Moreover, it provides a valuable computational tool for uncovering previously uncharacterized ion channels.

Objective To investigate the relationship between inflammation index and the severity of cere-bral small vessel disease.Methods A total of 168 patients with cerebral small vessel disease who were admit-ted to the Eighth People's Hospital of Hebei from August 2019 to October 2022 were selected as the study ob-jects.The study subjects were divided into cerebral small vessel disease with light burden(light burden group)and cerebral small vessel disease with medium-heavy burden(medium-heavy burden group)according to the total imaging burden score of cerebral small vessel disease.The basic data and systemic immune-inflam-matory index(SII),neutrophil to lymphocyte ratio(NLR),platelet to lymphocyte ratio(PLR),and monocyte to lymphocyte ratio(MLR)were compared between the two groups.Spearman correlation analysis was used to evaluate the correlation between SII,NLR,PLR and MLR and the total imaging burden score of cerebral small vessel disease,and the influence of SII,NLR,PLR and MLR on the medium-heavy burden of cerebral small vessel disease was further analyzed by multivariate Logistic regression.Receiver operating characteristic(ROC)curves were plotted to analyze the predictive value of SII,NLR,PLR and MLR in the severity of cere-bral small vessel disease.Results The age,smoking history,hypertension history,neutrophil,platelet,SII,NLR,PLR and MLR in medium-heavy burden group were significantly higher than those in light burden group,and lymphocyte was significantly lower than that in light burden group,with statistical significance(P<0.05).Spearman correlation analysis showed that SII(r=0.377),NLR(r=0.516),PLR(r=0.486)and MLR(r=0.391)were positively correlated with the total imaging burden score of cerebral small vessel disease(P<0.001).Multivariate Logistic regression analysis showed that age,neutrophil,platelet,SII,NLR,PLR and MLR were independent risk factors for medium-heavy burden in cerebral small vessel disease,and lymphocyte was independent protective factor for medium-heavy burden in cerebral small vessel disease(P<0.05).ROC curve analysis results showed that the area under the curve of SII,NLR,PLR and MLR separately detected were 0.720(95%CI:0.646-0.787),0.802(95%CI:0.733-0.859),0.784(95%CI:0.714-0.843)and 0.728(95%CI:0.654-0.794),respectively.The area under the curve of the combined detection of the four indexes was higher than that of the single detection of each index(P<0.05).Conclusion The combined detection of SII,NLR,PLR and MLR has high predictive value for the severity of cerebral small vessel dis-ease,and is worthy of clinical promotion.

Objective:To summarize the clinical treatment of complete left bundle branch block (CLBBB) after the transcatheter closure of ventricular septal defect (VSD).Methods:A case series study was conducted on the treatments and outcomes of 25 children with CLBBB after transcatheter VSD closure in Guangdong Provincial People′s Hospital from January 2010 to December 2023.Paired sample t test was used to evaluate the effect of occlude removal. Results:Among the 25 patients, 12 were males (48%), and 13 were females (52%).The age at surgery was 3.18 (2.51-3.86) years, the height before surgery was 95.0 (90.0-97.5) cm, and the weight before surgery was 13 (12-15) kg.Fourteen children were early-onset cases (≤ 1 month), while the other 11 were late-onset cases (> 1 month).The mean follow-up time was (6.63±3.93) years.Of the 14 early-onset cases, 6 children underwent occluder removal within 1 month and restored normal heart rhythm or incomplete right bundle branch block; 4 children underwent occluder removal after 1 month, of whom 2 recovered, 1 remained CLBBB, and 1 had complete atrioventricular block (CAVB); the other 4 children received drug treatment, of whom 2 had normal heart rhythm, 1 had left anterior fascicular block, and 1 died of cardiac shock and heart failure.All the 11 late-onset cases were first treated by drugs, of whom 3 recovered, and the other 8 remained CLBBB.One of the 8 cases received occluder removal at 8 months after surgery and recovered, 1 had CAVB, and the other 6 remained CLBBB.Conclusions:For patients with CLBBB after transcatheter closure of VSD, drug therapy is not always effective, and CLBBB is easy to recur.Therefore, occluder removal is recommended to be done immediately after CLBBB is discovered.Patients with persistent CLBBB should be followed up regularly, and pacemaker implantation may be performed if necessary.

Objective:To explore the clinical application of preimplantation genetic testing for monogenic disorders (PGT-M) in an unique case with Spinal muscular atrophy (SMA) type 2+ 0.Methods:A special SMA family presented at the Third Affiliated Hospital of Guangzhou Medical University on October 19, 2020 was selected as the study subject. Multiple ligation-dependent probe amplification (MLPA) and molecular tagging linkage analysis were carried out to identify the SMN1 genotype of the couple and their fetus. Subsequently, next-generation sequencing (NGS), molecular tagging linkage analysis, and chromosomal microarray analysis were employed to determine the haplotypes and validate the result of PGT-M on the 11 embryos derived for the couple. Results:The female partner was identified as a carrier of the rare SMN1[2+ 0] variant, and prenatal diagnosis confirmed the fetus to be affected by SMA. Ultimately, PGT-M has successfully selected four embryos free from the pathogenic SMN1 variants and X chromosome deletion. Conclusion:PGT-M can effectively prevent the transmission of rare genetic variants such as the SMA 2+ 0 subtype in the families. Above finding has provided guidance for genetic counseling and family planning for the couple.

Objective To analyze the problems existing in the homogenization management of multi-branch hospitals based on the annual performance assessment data,and provide reference for promoting the high-quality development of public hospital branch districts.Methods Based on the Performance Assessment Operation Manual of National Tertiary Public Hospitals(2022 edition),10 indicators including the proportion of discharged patients undergoing surgery and the proportion of fourth-level surgery were screened,and the functional positioning,quality and safety,revenue and expenditure structure,and cost control of 4 hospitals of a certain medical institution from 2022 to 2023 were descriptively analyzed.Results The CMI value and the proportion of discharged surgery in the main hospital were significantly better than those in the branch hospitals,and there was no significant difference in the medical quality indicators of the four hospitals,and the operation efficiency of the branch hospital with outstanding specialty characteristics was better than that of other hospitals.Conclusion Public hospitals pay more attention to the"big specialty,small comprehensive"mode in the layout of branch districts,pay more attention to the quality control management at the specialty level in medical quality management,and strengthen the benefit analysis of different hospitals in the same specialty in operation management.

Chronic prostatitis is a common and frequently occurring disease in male clinics. Due to the diverse symptoms， complex etiology， unclear mechanisms， and recurrent episodes of chronic prostatitis， Western medicine often faces the challenge of limited treatment options and unsatisfactory outcomes. In order to fully leverage the unique advantages of traditional Chinese medicine （TCM） in the treatment of chronic prostatitis， the China Association of Chinese Medicine organized a discussion among experts from the fields of TCM urology， Western urology， and related pharmacy. The experts focused on the advancements in the understanding of chronic prostatitis in modern medicine， various theories on the etiology， pathogenesis， and treatment of chronic prostatitis in TCM， entry points from interdisciplinary fields， the role and advantages of TCM in the comprehensive management of chronic prostatitis， and research into mechanisms related to chronic prostatitis. After discussions， the experts concluded that chronic prostatitis is one of the diseases where TCM has a distinct advantage. TCM can effectively improve the clinical syndromes of chronic prostatitis， including urinary issues， social psychology， organ specificity， infection， nervous system problems， pain and discomfort， sexual dysfunction， etc.， and can enhance the quality of life. For patients with chronic prostatitis who cannot tolerate or may not accept the adverse effects of Western medicine， as well as for those with non-inflammatory chronic prostatitis/chronic pelvic pain syndrome （CP/CPPS）， those with pain as the primary symptom， those with urinary tract symptoms， those with coexisting anxiety and depression， and those with abnormal semen liquefaction， TCM-based treatment can be the main approach. Currently， the optimal diagnosis and treatment strategy for chronic prostatitis has not yet been established， and further research from perspectives such as clinical epidemiology， evidence-based medicine， and molecular biology is needed. Both TCM and Western medicine should integrate their respective strengths， clarify the role and advantages of TCM interventions based on mutual reference， and improve the diagnosis and treatment standards for chronic prostatitis in China.

Objective To analyze the problems existing in the homogenization management of multi-branch hospitals based on the annual performance assessment data,and provide reference for promoting the high-quality development of public hospital branch districts.Methods Based on the Performance Assessment Operation Manual of National Tertiary Public Hospitals(2022 edition),10 indicators including the proportion of discharged patients undergoing surgery and the proportion of fourth-level surgery were screened,and the functional positioning,quality and safety,revenue and expenditure structure,and cost control of 4 hospitals of a certain medical institution from 2022 to 2023 were descriptively analyzed.Results The CMI value and the proportion of discharged surgery in the main hospital were significantly better than those in the branch hospitals,and there was no significant difference in the medical quality indicators of the four hospitals,and the operation efficiency of the branch hospital with outstanding specialty characteristics was better than that of other hospitals.Conclusion Public hospitals pay more attention to the"big specialty,small comprehensive"mode in the layout of branch districts,pay more attention to the quality control management at the specialty level in medical quality management,and strengthen the benefit analysis of different hospitals in the same specialty in operation management.

Objective To analyze the problems existing in the homogenization management of multi-branch hospitals based on the annual performance assessment data,and provide reference for promoting the high-quality development of public hospital branch districts.Methods Based on the Performance Assessment Operation Manual of National Tertiary Public Hospitals(2022 edition),10 indicators including the proportion of discharged patients undergoing surgery and the proportion of fourth-level surgery were screened,and the functional positioning,quality and safety,revenue and expenditure structure,and cost control of 4 hospitals of a certain medical institution from 2022 to 2023 were descriptively analyzed.Results The CMI value and the proportion of discharged surgery in the main hospital were significantly better than those in the branch hospitals,and there was no significant difference in the medical quality indicators of the four hospitals,and the operation efficiency of the branch hospital with outstanding specialty characteristics was better than that of other hospitals.Conclusion Public hospitals pay more attention to the"big specialty,small comprehensive"mode in the layout of branch districts,pay more attention to the quality control management at the specialty level in medical quality management,and strengthen the benefit analysis of different hospitals in the same specialty in operation management.

Objective To analyze the problems existing in the homogenization management of multi-branch hospitals based on the annual performance assessment data,and provide reference for promoting the high-quality development of public hospital branch districts.Methods Based on the Performance Assessment Operation Manual of National Tertiary Public Hospitals(2022 edition),10 indicators including the proportion of discharged patients undergoing surgery and the proportion of fourth-level surgery were screened,and the functional positioning,quality and safety,revenue and expenditure structure,and cost control of 4 hospitals of a certain medical institution from 2022 to 2023 were descriptively analyzed.Results The CMI value and the proportion of discharged surgery in the main hospital were significantly better than those in the branch hospitals,and there was no significant difference in the medical quality indicators of the four hospitals,and the operation efficiency of the branch hospital with outstanding specialty characteristics was better than that of other hospitals.Conclusion Public hospitals pay more attention to the"big specialty,small comprehensive"mode in the layout of branch districts,pay more attention to the quality control management at the specialty level in medical quality management,and strengthen the benefit analysis of different hospitals in the same specialty in operation management.

Objective To analyze the problems existing in the homogenization management of multi-branch hospitals based on the annual performance assessment data,and provide reference for promoting the high-quality development of public hospital branch districts.Methods Based on the Performance Assessment Operation Manual of National Tertiary Public Hospitals(2022 edition),10 indicators including the proportion of discharged patients undergoing surgery and the proportion of fourth-level surgery were screened,and the functional positioning,quality and safety,revenue and expenditure structure,and cost control of 4 hospitals of a certain medical institution from 2022 to 2023 were descriptively analyzed.Results The CMI value and the proportion of discharged surgery in the main hospital were significantly better than those in the branch hospitals,and there was no significant difference in the medical quality indicators of the four hospitals,and the operation efficiency of the branch hospital with outstanding specialty characteristics was better than that of other hospitals.Conclusion Public hospitals pay more attention to the"big specialty,small comprehensive"mode in the layout of branch districts,pay more attention to the quality control management at the specialty level in medical quality management,and strengthen the benefit analysis of different hospitals in the same specialty in operation management.