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 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 depressive symptoms of physical and mental workers and the impact of their behavior and lifestyle on their depressive symptoms.Methods:In August 2022, a cross-sectional study design was adopted to select 553 workers as research subjects using cluster sampling. General demographic information, health-related behaviors and lifestyles were collected, and their depressive symptoms were evaluated using the Chinese version of the Patient Health Questionnaire 9 (PHQ-9). The differences in general demographic information, health-related behaviors and lifestyles between physical and mental workers were analyzed, and logistic regression was used to analyze the influencing factors of depressive symptoms in occupational populations.Results:Among the 553 subjects, 317 were physical workers (57.32%) and 236 were mental workers (42.68%). Statistically significant differences were observed between the two groups in terms of education level, monthly income, smoking rate, regular physical exercise rate and appropriate sleep time rate ( P<0.05). The score and the detection rate of depression symptoms among physical workers were (9.67±2.75) points and 20.82% (66/317), respectively, which were higher than those of mental workers [(8.34±2.18) points, 12.71% (30/236) ] ( t=6.13, χ 2=6.20, P<0.05). The results of logistic regression analysis showed that smoking, regular physical exercise, appropriate sleep time and mental work were influencing factors of depressive symptoms among the occupational population ( OR=1.592, 95% CI: 1.316-1.825; OR=0.659, 95% CI: 0.416-0.830; OR=0.502, 95% CI: 0.257-0.717; OR=0.839, 95% CI: 0.522-0.967; P<0.05) . Conclusion:The depressive symptoms of physical workers are more serious than those of mental workers. Low education level, not frequently participating in physical exercise, smoking and sleep disorder are potential risk factors that affect the depressive symptoms of the occupational population.

Objective:To analyze the depressive symptoms of physical and mental workers and the impact of their behavior and lifestyle on their depressive symptoms.Methods:In August 2022, a cross-sectional study design was adopted to select 553 workers as research subjects using cluster sampling. General demographic information, health-related behaviors and lifestyles were collected, and their depressive symptoms were evaluated using the Chinese version of the Patient Health Questionnaire 9 (PHQ-9). The differences in general demographic information, health-related behaviors and lifestyles between physical and mental workers were analyzed, and logistic regression was used to analyze the influencing factors of depressive symptoms in occupational populations.Results:Among the 553 subjects, 317 were physical workers (57.32%) and 236 were mental workers (42.68%). Statistically significant differences were observed between the two groups in terms of education level, monthly income, smoking rate, regular physical exercise rate and appropriate sleep time rate ( P<0.05). The score and the detection rate of depression symptoms among physical workers were (9.67±2.75) points and 20.82% (66/317), respectively, which were higher than those of mental workers [(8.34±2.18) points, 12.71% (30/236) ] ( t=6.13, χ 2=6.20, P<0.05). The results of logistic regression analysis showed that smoking, regular physical exercise, appropriate sleep time and mental work were influencing factors of depressive symptoms among the occupational population ( OR=1.592, 95% CI: 1.316-1.825; OR=0.659, 95% CI: 0.416-0.830; OR=0.502, 95% CI: 0.257-0.717; OR=0.839, 95% CI: 0.522-0.967; P<0.05) . Conclusion:The depressive symptoms of physical workers are more serious than those of mental workers. Low education level, not frequently participating in physical exercise, smoking and sleep disorder are potential risk factors that affect the depressive symptoms of the occupational population.

Background Fatigue driving is an important cause of road traffic accidents in modern society, and the fatigue condition of heavy-duty commercial truck drivers has attracted widespread attention. Research on the fatigue status and influencing factors of heavy-duty commercial truck drivers in China is relatively rare at present. Objective To analyze the main characteristics of fatigue among heavy-duty commercial truck drivers and the impacts of factors such as working hours, insomnia, and occupational burnout on their fatigue status. Methods Using cluster sampling method, a cross-sectional study was conducted from July to August 2023, enrolling heavy-duty commercial truck drivers in long-distance freight logistics markets (stations) located in three administrative regions of W City, Xinjiang Uygur Autonomous Region. A self-designed questionnaire was used to collect demographic and occupational characteristics of heavy-duty commercial truck drivers, and the Chinese versions of Fatigue Scale-14 (FS-14), Athens Insomnia Scale (AIS), and Maslach Burnout Inventory General Survey (MBI-GS) were used to evaluate their fatigue, insomnia, and occupational burnout status, respectively. Mann-Whitney U test and Kruskal-Walls H test were used to compare intergroup differences, and Spearman correlation coefficient was used to analyze the correlation between variables. Hierarchical regression models were used to study the impacts of selected variables on fatigue status. Results This study obtained 311 valid questionnaires, with a valid recovery rate of 88.86% (311/350). The physical fatigue, mental fatigue, and total fatigue scores of the survey subjects in M (P₂₅, P₇₅) were 3.00 (2.00, 4.00), 2.00 (1.00, 3.00), and 5.00 (4.00, 6.00), respectively. The comparison results showed that, except for smoking, there were statistically significant differences in total fatigue scores between different groups of age, marital status, number of children, educational level, service length of freight transportation, average daily working time, and average monthly income (P<0.05). The difference in total fatigue score among the groups without sleep disorders, with suspected insomnia, and with insomnia was statistically significant (P<0.001). The difference in total fatigue score among the groups without occupational burnout, with moderate occupational burnout, and with severe occupational burnout was also statistically significant (P<0.001). Positive correlations were found between insomnia score and scores of physical fatigue (r_s=0.507), mental fatigue (r_s=0.547), and total fatigue (r_s=0.618) (P<0.001). Hierarchical regression models revealed that having more children, extended daily working hours, insomnia, and increased scores of decreased personal accomplishment were negative factors affecting the fatigue status of heavy-duty commercial truck drivers (P<0.05), and the final regression equation was: total fatigue score=7.579+0.581×number of children+0.916×average daily working time+0.434×score of AIS+0.754×score of reduced personal accomplishment. Conclusion The fatigue status of heavy-duty commercial truck drivers is not optimistic. An increase in the number of children, extended daily working hours, severe insomnia symptoms, and increased scores of decreased personal accomplishment associate with their worse fatigue status.

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 explore the medication rules and mechanism of action of traditional Chinese medicine compound patent formulas for vitiligo,and provide ideas for the development and the patent declaration work of new Chinese medicines for vitiligo.Methods China Patent Publication Bulletin website,National Knowledge Infrastructure Database,Patent Information Service Platform of China Intellectual Property Right Net(CNIPR),and Baiten Patent Platform were used to search for the patents of traditional Chinese medicine compound formulas for vitiligo from the establishment of the databases to 30th September,2023.Excel software and Traditional Chinese Medicine Inheritance Computing Platform(TCMICS V3.0)were used to establish a database of compound formulas,and carry out the statistics of frequency,association rules and clustering analysis of the formulas for internal and external prescriptions.The target and mechanism of action of the internal prescriptions of core high-frequency Traditional Chinese Medicine group for the treatment of vitiligo were further explored by Traditional Chinese Medicine Systems Pharmacology Database and Analysis Platform(TCMSP),Symptom Mapping(Symmap),The Human Gene Database(Genecards),UniversalProtein(UniProt),STRING,Pharmaceutical DataBase(PDB)and other databases as well as software such as R Studio 4.2.2 and Cytoscape 3.9.1,and AutoDock Vina was used for molecular docking validation.Results The internal formulas included 335 patents and the external formulas included 189 patents.The rules of internal and external use are similar.The high-frequency traditional Chinese medicines are Tribuli Fructus,Psoraleae Fructus,Angelicae sinensis,Radix Polygoni Multiflori,Carthami Flos,Angelica dahurica,etc.;the key efficacies of the medicines are based on tonifying the deficiency,activating blood circulation and removing blood stasis;and the properties of the Chinese medicines are the nature of warmth,coldness and flatness,sweetness,bitterness,pungency and attribution to the liver,the spleen,the heart and the kidneys.Commonly used oral medicine pairs are Chuanxiong rhizome-Angelica,Astragalus-Angelica,etc.,high-frequency pairs of external medicines are Fructus mume-Psoraleae fructus,cuscuta-Psoraleae fructus,etc.;internal and external clustering of the core drugs are Psoraleae fructus,Tribuli Fructus,Angelica,Polygonum multiflorum,Angelica dahurica,Safflower,and other high-frequency medicines.The key targets of internal patents for the treatment of vitiligo are genes such as albumin,protein kinase B1,cystatinase 3,etc.The main active ingredients of the internal grouping for the treatment of vitiligo may be quercetin,kaempferol,luteolin,etc.,and the therapeutic mechanism may be related to the end products of glycosylation/receptor for glycosylation end products,tumour necrosis factor signalling pathway,phosphatidylinositol 3-kinase/protein kinase B and other signalling pathways,and involved in the process of blood lipids and atherosclerosis,human cytomegalovirus infection.The molecular docking results confirmed the docking activity of the herbal components with key receptor proteins.Conclusion This study reveals the similarity between the internal and external patented formulas of vitiligo in terms of medication,flavour,and meridian,suggesting that the pathways and indexes such as albumin,interleukin,and tumour necrosis factor of vitiligo patients can be improved by tonifying the liver and kidney,activating blood circulation and removing blood stasis,which also provides a reference for the research and development of new medicines for vitiligo,patent protection,and the use of clinical prescriptions.

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.