Cardiovascular diseases and psychological disorders represent two major threats to human physical and mental health. Research on electrocardiogram (ECG) signals offers valuable opportunities to address these issues. However, existing methods are constrained by limitations in understanding ECG features and transferring knowledge across tasks. To address these challenges, this study developed a multi-resolution feature encoding network based on residual networks, which effectively extracted local morphological features and global rhythm features of ECG signals, thereby enhancing feature representation. Furthermore, a model compression-based continual learning method was proposed, enabling the structured transfer of knowledge from simpler tasks to more complex ones, resulting in improved performance in downstream tasks. The multi-resolution learning model demonstrated superior or comparable performance to state-of-the-art algorithms across five datasets, including tasks such as ECG QRS complex detection, arrhythmia classification, and emotion classification. The continual learning method achieved significant improvements over conventional training approaches in cross-domain, cross-task, and incremental data scenarios. These results highlight the potential of the proposed method for effective cross-task knowledge transfer in ECG analysis and offer a new perspective for multi-task learning using ECG signals.
Humans ; Electrocardiography/methods* ; Mental Health ; Algorithms ; Signal Processing, Computer-Assisted ; Machine Learning ; Arrhythmias, Cardiac/diagnosis* ; Cardiovascular Diseases ; Neural Networks, Computer ; Mental Disorders

Objective To evaluate the clinical efficacy of hip-knee-ankle active and passive exercise therapy in patients with early-to mid-stage knee osteoarthritis(KOA).Methods A total of 180 patients with early to mid-stage knee osteoarthritis(KOA)were recruited from the First Affiliated Hospital of Hebei University of Tradi-tional Chinese Medicine between March 2023 and March 2024.Patients were randomly assigned to one of four groups:active movement group,passive movement group,combined movement group,and control group,with 45 patients in each group.The active movement group received hip-knee-ankle active movement therapy daily until the end of follow-up.The passive movement group underwent hip-knee-ankle passive movement therapy three times per week for two weeks.The combined movement group received both active and passive therapies.The control group was administered oral celecoxib capsules(200 mg once daily for two weeks).Joint function was assessed in all four groups before treatment,at two weeks post-treatment,and at 14 weeks post-treatment.The primary outcome measure was the WOMAC joint function score,while secondary outcomes included the WOMAC pain score,stiffness score,and quality of life score(SF-12).Results A total of 160 patients completed the trial,with 39 in the active group,42 in the passive group,40 in the combined group,and 39 in the control group.There were no significant differences in baseline characteristics among the groups(P>0.05).Compared to baseline,the WOMAC scores for function,pain,and stiffness in the passive,combined,and control groups decreased significantly at both 2 and 14 weeks post-treatment(P<0.05),while the SF-12 scores increased significantly(P<0.05).Between 2 and 14 weeks post-treat-ment,the active and combined groups showed further significant decreases in WOMAC function,pain,and stiffness scores(P<0.05)and increases in SF-12 scores(P<0.05).At 2 weeks post-treatment,compared to the control group,the passive and combined groups exhibited significantly lower WOMAC function scores(P<0.05),with no significant difference between the passive and combined groups(P>0.05).By 14 weeks post-treatment,the active and combined groups demonstrated significantly lower WOMAC function scores(P<0.05),with the combined group showing a significantly lower score than the active group(P<0.05).Conclusion The four therapeutic approaches demonstrate a certain degree of efficacy in improving joint function for patients with early and mid-stage KOA.The passive therapy group exhibits superior short-term outcomes,while the active therapy group shows better long-term benefits.The combined therapy group presents notable advantages in both short-term and long-term effi-cacy,although its short-term effectiveness does not surpass that of the passive therapy group.It is recommended for patients with early and mid-stage KOA who have underlying gastrointestinal and cardiovascular conditions.

Colorectal cancer is one of the most common malignant tumors, which is a great threat to human life and health. The change of bile acid homeostasis can activate their corresponding receptors to regulate the immune functions, which is closely related to the occurrence of colorectal cancer. In addition, some bile acids can directly induce colorectal cancer and play an important role in the development of colorectal cancer. In this paper, the metabolic process of bile acids in vivo and the immunomodulatory role of bile acid receptors were reviewed, and the evidence of associations between bile acids and colorectal cancer were summarized, which showed the rebalancing the bile acid levels might play a role in the prevention or treatment of colorectal cancer.

Objective Exploring the performance of a sensitivity recognition model for neoadjuvant therapy based on ensemble learning algorithms for predicting neoadjuvant therapy sensitive patients.Methods In this study,255 rectal cancer patients who underwent standard neoadjuvant therapy and surgery at the Affiliated Cancer Hospital of Harbin Medical University were collected,of which 139 patients were sensitive to neoadjuvant therapy and 116 patients were not.The recursive feature elimination method was used to screen deep learning features and imaging histology features to construct an integrated learning model.The generalization performance of the model was verified using the leave-out method,and the sensitivity,specificity,positive predictive value,negative predictive value,accuracy,G-mean,F-measure,Mathews correlation coefficient(MCC),and area under the receiver operating charactpristic curve(AUC)were used to evaluate and compare the model performance.Results The performance of the integrated model on the external validation set was:an AUC value of 0.916(95％CI:0.899 to 0.935),a sensitivity of 1.000,a specificity of 0.833,a positive predictive value of 0.875,a negative predictive value of 1.000,an accuracy of 0.923,a G-mean of 0.913,an F-measure of 0.933,a MCC was 0.854.Conclusion The integration model of depth features and imaging omics features is superior to the individual depth feature model and imaging omics feature model,and has good practicality and reliability in identifying sensitive patients with neoadjuvant therapy,which can be used as a reference for clinical practice.

Objective To evaluate the clinical efficacy of hip-knee-ankle active and passive exercise therapy in patients with early-to mid-stage knee osteoarthritis(KOA).Methods A total of 180 patients with early to mid-stage knee osteoarthritis(KOA)were recruited from the First Affiliated Hospital of Hebei University of Tradi-tional Chinese Medicine between March 2023 and March 2024.Patients were randomly assigned to one of four groups:active movement group,passive movement group,combined movement group,and control group,with 45 patients in each group.The active movement group received hip-knee-ankle active movement therapy daily until the end of follow-up.The passive movement group underwent hip-knee-ankle passive movement therapy three times per week for two weeks.The combined movement group received both active and passive therapies.The control group was administered oral celecoxib capsules(200 mg once daily for two weeks).Joint function was assessed in all four groups before treatment,at two weeks post-treatment,and at 14 weeks post-treatment.The primary outcome measure was the WOMAC joint function score,while secondary outcomes included the WOMAC pain score,stiffness score,and quality of life score(SF-12).Results A total of 160 patients completed the trial,with 39 in the active group,42 in the passive group,40 in the combined group,and 39 in the control group.There were no significant differences in baseline characteristics among the groups(P>0.05).Compared to baseline,the WOMAC scores for function,pain,and stiffness in the passive,combined,and control groups decreased significantly at both 2 and 14 weeks post-treatment(P<0.05),while the SF-12 scores increased significantly(P<0.05).Between 2 and 14 weeks post-treat-ment,the active and combined groups showed further significant decreases in WOMAC function,pain,and stiffness scores(P<0.05)and increases in SF-12 scores(P<0.05).At 2 weeks post-treatment,compared to the control group,the passive and combined groups exhibited significantly lower WOMAC function scores(P<0.05),with no significant difference between the passive and combined groups(P>0.05).By 14 weeks post-treatment,the active and combined groups demonstrated significantly lower WOMAC function scores(P<0.05),with the combined group showing a significantly lower score than the active group(P<0.05).Conclusion The four therapeutic approaches demonstrate a certain degree of efficacy in improving joint function for patients with early and mid-stage KOA.The passive therapy group exhibits superior short-term outcomes,while the active therapy group shows better long-term benefits.The combined therapy group presents notable advantages in both short-term and long-term effi-cacy,although its short-term effectiveness does not surpass that of the passive therapy group.It is recommended for patients with early and mid-stage KOA who have underlying gastrointestinal and cardiovascular conditions.

Objective Exploring the performance of a sensitivity recognition model for neoadjuvant therapy based on ensemble learning algorithms for predicting neoadjuvant therapy sensitive patients.Methods In this study,255 rectal cancer patients who underwent standard neoadjuvant therapy and surgery at the Affiliated Cancer Hospital of Harbin Medical University were collected,of which 139 patients were sensitive to neoadjuvant therapy and 116 patients were not.The recursive feature elimination method was used to screen deep learning features and imaging histology features to construct an integrated learning model.The generalization performance of the model was verified using the leave-out method,and the sensitivity,specificity,positive predictive value,negative predictive value,accuracy,G-mean,F-measure,Mathews correlation coefficient(MCC),and area under the receiver operating charactpristic curve(AUC)were used to evaluate and compare the model performance.Results The performance of the integrated model on the external validation set was:an AUC value of 0.916(95％CI:0.899 to 0.935),a sensitivity of 1.000,a specificity of 0.833,a positive predictive value of 0.875,a negative predictive value of 1.000,an accuracy of 0.923,a G-mean of 0.913,an F-measure of 0.933,a MCC was 0.854.Conclusion The integration model of depth features and imaging omics features is superior to the individual depth feature model and imaging omics feature model,and has good practicality and reliability in identifying sensitive patients with neoadjuvant therapy,which can be used as a reference for clinical practice.

Objective To investigate the effect of bronchoscopic balloon dilation treatment of different intervals on the tracheal intubation-induced subglottic stenosis in children. Methods Children with tracheal intubation-induced subglottic cicatricial stenosis were selected as the research objects. Among the 36 children with pure balloon dilation treatment, 20 cases were enrolled in the observation group and 16 cases were enrolled in the control group. In the observation group, electronic bronchoscopy was performed at 3 days after the first-time balloon dilation treatment, and those with grade 2 or higher stenosis received the second-time balloon dilation treatment. The follow-up treatment principle was as follows. If there was obvious retraction compared with the previous time and the stenosis was grade 2 or higher, the balloon dilation treatment would be performed again after an interval of 3 days; if there was no obvious retraction, the evaluation would be performed again after an interval of 2 weeks until there was no obvious retraction in the stenosis site under endoscopy for 3 times in 6 consecutive weeks, and the degree of stenosis was less than 25%, and then the electronic bronchoscopy evaluation would be stopped. In the control group, electronic bronchoscopy was performed 7 days after the first-time balloon dilation treatment, and those with grade 2 or higher stenosis received the second-time balloon dilation treatment. The follow-up treatment principle was as follows. If there was obvious retraction compared with the previous time and the stenosis was grade 2 or higher, the balloon dilation treatment would be performed again after an interval of 7 days; the evaluation method for those without obvious retraction was the same as the observation group. The follow-up duration ranged from 6 to 9 months. Results There was no significant difference in the total number of treatments and outcomes between the two groups (P>0.05). The treatment duration of the observation group was significantly shorter than that of the control group (P < 0.05). There were no significant differences in intraoperative complications such as bleeding, oxygen saturation decrease, heart rate decrease, and blood pressure decrease during anesthesia between the two groups (P>0.05). There were no significant differences in postoperative fever, aggravated laryngeal stridor, and dyspnea between the two groups (P>0.05). There were no significant differences in dyspnea, activity tolerance, and the need for long-term oxygen therapy between the two groups (P>0.05). Conclusion Most of the tracheal intubation-induced subglottic cicatricial stenosis in children has a good medium- and long-term effect through pure balloon dilation treatment. Shortening the interval of pure balloon dilation to 3 days can shorten the total treatment duration, alleviate the psychological burden of parents, but does not increase their economic burden. There are no significant differences in intraoperative and postoperative complications, outcomes, and long-term follow-up compared with the original interval of 5 to 7 days.

Objective To evaluate the efficacy of Jianpi Yang'er Ointment for children with anorexia of spleen deficiency type in Lingnan area;To analyze its effects on children's intestinal flora and functional information by means of metagenome sequencing.Methods Totolly 144 children with anorexia in Guangzhou Women and Children Medical Center of Guangzhou Medical University from August 2022 to January 2023 were orally treated with Jianpi Yang'er Ointment,one bag per time,twice a day,after meal,for 28 d.Visits were conducted at 0 and 28 days,respectively,to measure height and body mass,record symptoms and signs,observe adverse reactions,collect feces,and fill out the"Clinical Index Scoring Table for Children with Spleen Deficiency Type Anorexia in Lingnan Area".Clinically cured children were included in the anorexia group,with healthy children as a healthy control group(HC group),perform metagenomic analysis on feces of HC group and anorexia group 0 and 28 days of treatment.Results Compared with 0 d of treatment,there was no significant difference in the height of children(P>0.05),while there was a significant difference in body mass(P<0.05),the total syndrome score,main symptom score,and secondary symptom score decreased at 28 d of treatment(P<0.05).The efficacy index was 57.03%,and the total effective rate was 99.31%(143/144).All patients did not experience symptoms such as allergies,vomiting,or diarrhea.7 clinically cured children and 6 healthy children were included in metagenome analysis on feces.PCoA showed that the structure of intestinal flora in anorexia group with 28 d treatment(JP2 group)was more similar to that in HC group at the phylum and genus levels;at the phylum level,there was no significant difference in the distribution of intestinal flora between anorexia group with 0 d treatment(JP1)group and JP2 group and HC group.At the genus level,compared with JP1 group,the abundance of Bacteroides in JP2 group decreased,but the difference was not statistically significant(P>0.05);at the species level,both JP1 and JP2 groups were mainly composed of Phocaeicola plebeius et al.and Bifidobacterium pseudocatenatum et al.The biomarker with significant differences between the two groups was s_Phascolarctobacterium_faecium,while the HC group was mainly composed of Prevotella copri and Bifidobacterium pseudocatenatum.The functional annotation results indicated that a significant change in microbial functional genes related to carbohydrate metabolism occurred after the treatment with Jianpi Yang'er Ointment.Conclusion Jianpi Yang'er Ointment can effectively improve the clinical symptoms of children with spleen deficiency anorexia in Lingnan area,adjust the structure of intestinal flora,increase the content of key probiotics,and regulate the production of intestinal microbiota short-chain fatty acids.

AIM:To investigate the impact of platycodin D(PD)on the viability,migration,invasion,apop-tosis and cell cycle of osteosarcoma cells in vitro,along with its underlying mechanisms.METHODS:Human osteosarco-ma cells MG63 and U2OS were divided into control group(0 μmol/L)and PD treatment group(6.25,12.5,25,50 and 100 μmol/L,respectively).Human osteosarcoma cells MG63 and U2OS were categorized into control groups(0 μmol/L PD)and PD treatment groups(6.25,12.5,25,50 and 100 μmol/L).The CCK-8 assay determined cell viability and identified effective treatment concentrations.MG63(15 μmol/L PD)and U2OS(25 μmol/L PD)were specifically ana-lyzed.Cell scratch and Transwell assays assessed migration and invasion.Hoechst 33342 staining examined nuclear mor-phological changes.Flow cytometry analyzed cell cycle distribution and apoptosis rate.Western blot measured protein ex-pression levels:cleaved caspase-3,cleaved PARP,c-Jun N-terminal kinase(JNK),p-JNK,B-cell lymphoma-2(Bcl-2),Bcl-2-ssociated X protein(BAX),matrix metalloproteinase 2(MMP-2),MMP-9,cyclin-dependent kinase 4(CDK4),cyclin D1,CDK1,cyclin B1,extracellular signal-regulated kinase(ERK)and p-ERK.Proteome sequencing of MG63 cells was performed.RESULTS:PD treatment significantly decreased cell survival,scratch healing rate,and invasive cell numbers,while increasing apoptosis rates(P<0.05).Morphological changes such as nuclear hyperchroma-tism and fragmentation were observed in PD-treated cells.PD induced G2/M phase arrest in MG63 and G0/G1 phase arrest in U2OS cells.PD treatment upregulated BAX,cleaved caspase-3,cleaved PARP,and p-JNK/JNK,while downregulat-ing Bcl-2,MMP-2,MMP-9,CDK4,cyclin D1,CDK1,cyclin B1,and p-ERK/ERK(P<0.05).Proteome sequencing re-vealed PD's involvement in cell division,cell cycle regulation,focal adhesion,apoptosis,and the MAPK signaling path-way.CONCLUSION:PD inhibits cell viability,migration,and invasion of osteosarcoma cells in vitro,while promoting apoptosis and inducing cell cycle arrest.These effects are likely mediated through modulation of the MAPK signaling path-way.

AIM:To explore the effects of moderate-altitude exposure on intestinal flora in healthy individuals.METHODS:The aid-Tibet cadres,who were sent to work from Guangdong(average altitude<50 m)to Nyingchi(average altitude of 2 900 m),were recruited.A total of 76 samples were collected,including 42 samples from healthy adults with plateau living for 0 day and 34 samples from healthy adults with plateau living for 6 months.Fecal samples DNA were ex-tracted,sequenced by the 16S rDNA high-throughput sequencing technology and analyzed bioinformatically.RESULTS:Compared with the base group,α diversity was increased(P=4.00×10-4)and β diversity was decreased(P=1.00×10-3).After moderate altitude exposure,the relative abundance of phylum Proteobacteria(|LDA|>4,P<0.05),genus Escherich-ia-Shigella,species Enterococcus_faecalis,Haemophilus_influenzae and Helicobacter_sp._UNSW1.7sp decreased(adjust-ed P<0.05),wheras the relative abundance of phylum Bacteroidetes(|LDA|>4,P<0.05),genus Butyricimona,species Lactobacillus_sp._RA2113(s)and Butyricimonas_sp._Marseille-P2440(s)increased(adjusted P<0.05).The function-al prediction by PICRUSt showed a decrease in the relative abundance of pathway related to xenobiotics biodegradation and metabolism,membrane transport and amino acid metabolism(adjusted P<0.05).Conversely,the relative abundance of pathway related to biosynthesis of other secondary metabolites and nucleotide metabolism was increased(adjusted P<0.05).Finally,the results of microbiome phenotype prediction by BugBase showed that moderate altitude exposure im-proves the gut microbiota functions involving anaerobic oxygen tolerance and gram positive(adjusted P<0.05).And bacte-ria containing facultatively anaerobic oxygen tolerance,oxidative stress tolerance,gram negative and biofilm formation in the six-group decreased significantly compared with those in base group(adjusted P<0.05).CONCLUSION:Moderate altitude exposure impacts the diversity,abundance and function of intestinal flora in healthy population,suggesting that al-titude factors may have some influence on gut microbiota.