Deep learning method can be used to automatically analyze electrocardiogram (ECG) data and rapidly implement arrhythmia classification, which provides significant clinical value for the early screening of arrhythmias. How to select arrhythmia features effectively under limited abnormal sample supervision is an urgent issue to address. This paper proposed an arrhythmia classification algorithm based on an adaptive multi-feature fusion network. The algorithm extracted RR interval features from ECG signals, employed one-dimensional convolutional neural network (1D-CNN) to extract time-domain deep features, employed Mel frequency cepstral coefficients (MFCC) and two-dimensional convolutional neural network (2D-CNN) to extract frequency-domain deep features. The features were fused using adaptive weighting strategy for arrhythmia classification. The paper used the arrhythmia database jointly developed by the Massachusetts Institute of Technology and Beth Israel Hospital (MIT-BIH) and evaluated the algorithm under the inter-patient paradigm. Experimental results demonstrated that the proposed algorithm achieved an average precision of 75.2%, an average recall of 70.1% and an average F ₁-score of 71.3%, demonstrating high classification accuracy and being able to provide algorithmic support for arrhythmia classification in wearable devices.
Humans ; Arrhythmias, Cardiac/diagnosis* ; Algorithms ; Electrocardiography/methods* ; Neural Networks, Computer ; Signal Processing, Computer-Assisted ; Deep Learning ; Classification Algorithms

Objective To explore the risk factors of electrocardiogram abnormalities in patients with primary liver cancer and its value in predicting prognosis. Methods A total of 120 primary liver cancer patients with transcatheter arterial chemoembolization (TACE) were selected as the research objects, and they were divided into abnormal group (n=32) and non-abnormal group (n=88) according to incidence of electrocardiogram abnormalities at 7 days after operation. Baseline data and changes in 24-hour QT interval variability (24-hour QTV), standard deviation of the normal R-R interval from the beginning of atrial depolarization to ventricular depolarization (SDNN), standard deviation of the normal R-R interval for 5 consecutive minutes (SDANN-index), and mean value of the standard deviation of the normal R-R interval for 5 consecutive minutes (SDNN-index) were compared between two groups; a binary Logistic regression model was used to analyze the influencing factors of electrocardiogram abnormalities in patients with primary liver cancer; the receiver operating characteristic (ROC) curve was used to analyze the area under the curve (AUC), sensitivity and specificity of 24 h QTV, SDNN, SDANN-index and SDNN-index in predicting ECG abnormalities in patients with primary liver cancer. Results Of the 120 primary liver cancer patients with TACE treatment, 32 cases had electrocardiogram abnormalities, including 13 cases of sinus tachycardia with T-wave changes, 2 cases of ST-T changes, 4 cases of supraventricular tachycardia, 4 cases of QT interval prolongation, 4 cases of ventricular premature beats, and 5 cases of atrial premature beats. There were no significant differences in gender, age, super-selective hepatic artery catheterization, gelatin sponge embolization, use of chemotherapy drugs, postoperative vomiting, and blood uric acid on the third day after surgery between the abnormal group and the non-abnormal group (P>0.05); there were significant differences in tumor diameter, liver function classification, dosage of iodized oil, postoperative body temperature, and blood potassium on the third day after surgery between the two groups (P < 0.05). Logistic regression model showed that tumor diameter ≥10 cm, grade A of liver function classification, iodized oil dose ≥10 mL, postoperative body temperature ≥38 ℃, and decreases of 24 h QTV, SDNN, SDANN-index and SDNN-index were the independent factors affecting electrocardiogram abnormalities in patients with primary liver cancer (P < 0.05). ROC curve analysis showed that the values of AUC of 24 h QTV, SDNN, SDANN-index, SDNN-index and comprehensive electrocardiogram parameters in predicting electrocardiogram abnormalities in patients with primary liver cancer were 0.682, 0.651, 0.632, 0.752 and 0.786 respectively, with statistically significant differences (P < 0.05). Conclusion Tumor diameter, liver function classification, dose of iodide oil and postoperative body temperature can affect electrocardiogram abnormalities in patients with primary liver cancer, and electrocardiogram monitoring before and after TACE treatment is conducive to timely detection of electrocardiogram abnormalities.

Background The contracted family doctor services are the embodiment of the implementation of the new medical reform policy, and the transformation of the grass-roots health service mode. Studies have proved that the occupational stress in medical staff was at a high level. The enhancement of professional identity will contribute to strengthen team building，alleviate job burnout, and reduce turnover intention of family doctors. Objective To investigate the current situation of occupational identity among family doctor teams in Chengdu, to examine potential influencing factors of occupational identity, and to provide a reference for promoting career development and team building of family doctor teams. Methods Multi-stage random cluster sampling was adopted to enroll study participants form 46 primary healthcare centers where family doctor contract services were implemented among 23 districts and counties in Chengdu between March 4 and 26, 2021. A total of 2 681 family doctors participated in this survey. A self-reported survey was conducted to collect participants' demographic and occupational data. The Effort-Reward Imbalance (ERI）questionnaire was implemented to assess occupational stress. The Professional Identity Scale was used to appraise occupational identity. Results A total of 2 327 valid questionnaires were collected, with a valid recovery rate of 86.80%, involving 1 715 females (73.7%) and 612 males (26.3%), with dominant age groups of 26−35 years (43.3%) and 36−45 years (30.4%), a high proportion of being married (82.8%), having college (36.0%) and undergraduate (47.3%) education, a high proportion of primary titles (66.0%) and informal work contract (66.1%). About 88.7% of family doctor team workers reported occupational stress. The average score of occupational identity was (3.68±0.62) points. There were significant differences in occupational identity scores among different professional title, work contract, working years in medical institutions, income, and effort/reward ratio (EER) groups (P < 0.05). ERR was negatively correlated with occupational identity (r_s=−0.495, P<0.05）. The multiple regression model showed that occupational identity score in the non-staffed participants was lower than the score in the staffed ones (OR=0.429, 95%CI: 0.299−0.825). The occupational identity score in the participants having associate senior title or above was higher than in without professional title (OR=1.424, 95%CI: 1.194−2.328). The longer the working years, the higher the occupational identity score among the participants. The score of the more than 20 working years group was 1.820 times that of the less than 5 working years group (95%CI: 1.342−2.543). The higher the income, the higher the occupational identity score. The score of the 9001−12000 yuan per month group was 1.977 times that of the 1000−3000 yuan per month group (95%CI: 0.811−9.696) , and the score of the more than 12000 yuan per month group was 2.283 times that of the 1000−3000 yuan per month group (95%CI: 1.199−10.267）. Conclusion The family doctor team workers generally report occupational stress, and their occupational identity is at a medium level in Chengdu. Relevant managers should implement intervention measures against the main influencing factors to reduce their work tension and improve their occupational identity.

Objective:To construct a rat model of hypothalamic obesity by two point electrical damage to the ventromedial hypothalamus and arcuate nucleus.Methods:Twenty adult male SD rats of SPF grade were randomly divided into experimental group and sham operation group.A 25GA (0.45 mm) solid iron needle was used, the needle was coated with an insulating layer, and the tip exposed a 0.5 mm conductive area.With reference to The Rat Brain in Stereotaxic Coordinates and using the stereotactic instrument (AP: -2.6 mm, ML: ± 0.6 mm, DV: -9.6 mm) as the coordinate, 1.5 mA current was continuously applied for 25 s, the ventromedial nucleus (VMH) and arcuate nucleus (ARC) of bilateral brain in SD rats was damaged.During the experiment, the body weight(BW), food intake(FI) and water intake(WI) of the two groups were recorded regularly.The rats were sacrificed on the 28th day after the operation, and the changes of periprenal fat mass and body length were measured.The changes of liver and adipose tissue were detected by HE staining method, leptin by ELISA, leptin receptor(LEPR) by Western blot.Results:(1) The body weight of rats in the experimental group ((427.5±17.7)g) and weight gain ((208.5±14.8)g) were significantly increased compared with the rats in the control group((349.2±17.7)g), ((136.2±21.4)g)on the 28th day after operation ( t=7.661, 6.806, both P<0.001). (2) The daily food intake of rats in the experimental group ((44.2±6.6)g) on the 28th day after surgery was significantly higher than that in the control group ((23.0±3.6)g) ( t=6.918, P<0.001). There was no significant difference of the daily drinking water of rats between experimental group((37.5±12.1)ml) and the control group ((35.0±11.8)ml) ( t=0.361, P=0.726). (3) Perikidney fat mass of experimental group rats ((13.4±2.7)g) significantly increased 28 days after operation compared with control group rats((6.3±0.9)g)( t=4.250, P<0.05). The naso-anal length of experimental group((21.8±0.4)cm) was significantly decreased compared with the control group ((23.4±0.2)cm) ( t=-6.788, P<0.01). The Lee index of the experimental group (348.9±8.5) was significantly higher than that of the control group(305.5±4.3)( t=7.898, P<0.01). (4) The serum leptin content ((8 324.10±159.00)μg/L) of the experimental group rats at 28 days after surgery was significantly higher than that of the control group((2 705.31±407.10)μg/L) ( t=25.712, P<0.001). The lateral hypothalamus area (LHA) LEPR protein expression (1.3±0.1) in the experimental group was significantly higher than that in the control group (0.9±0.1) ( t=4.932, P<0.01). Conclusion:Two-point electrical damage to bilateral VMH and ARC of rats can establish hypothalamic obese rat model.

Objective ToexploretheclinicalmanifestationsandMRIfeaturesofnervoussystemdiseasecomplicationsinpediatric EV71relatedhand-foot-mouthdisease(HFMD).Methods Theclinicaldataof17EV71relatedHFMDpatientswithnervoussystemdisease wereanalyzedretrospectively.Results 4patientswerediagnosedwith meningitisandthebrain MRIshowedasymmetricunilateral ventricularenlargement.9patientswerediagnosedwithbrainstemencephalitis,amongwhich8patientsshowedthecraniocerebral MRIfeaturesthatthelesionswerelocatedonthedorsalsideofthepontomedullaryjunction,andtheT2imageshowedahighsignal withasymmetrycharacteristic.1caseofbrain MRIdisplayedthatthelesionwaslocatedinthemidbrain,andT2imagewasahigh signalwithsymmetricalfeatures.4patientswerediagnosed withacuteflaccidparalysis.1casehadbrainstem encephalitis,andthe brain MRIshowedthatthelesion waslocatedonthedorsalsideofthepontomedullaryjunction,andthe MRIofthespinalcord showedthelesionintheC1-C7segment.1caseofspinalcordMRIshowedthatthelesionwaslocatedatT2-L1segment,1caseof spinalMRIshowedthelesionlocatedinT8-T12segment;1caseofspinalcord MRIshowedthatthelesionwaslocatedatT9-L1 segment,andsagittalT2 wasahighsignal,andthelesionconcentratedintheanteriorhornofthespinalcordand (or)theanterior rootofthespinalnerve.Byfollow-up,patientswithmeningitishadagoodprognosisandwithoutneurologicalsequelae.Thelesionsof brainstemencephalitiswerebasicallyabsorbedanddisappeared,theprognosiswasgood.Fortheacuteparalysis,theaffectedlimbs recoveredtovaryingdegrees,andthelesionswereabsorbedpartially.Conclusion HFMDpatientsclinicalmanifestationsand MRI characteristicsofconcurrentnervoussystemdiseasewerediversity.Whenthenervoussystemsymptomshappened,weshouldactively performtheMRIexaminationtoidentifytheinflammatoryinvasionarea.Onceinvolvingthebrainstemandspinalcord,highalert, earlyrecognitionandtimelyinterventionarekeytoreducethemorbidityandmortalityofacuteHFMD,toenableHFMDtobeoptimizedand comprehensivelytreated.

Objective: To evaluate the feasibility and potential value of comprehensive geriatric assessment (CGA) in elderly (≥60 years) patients with newly diagnosed acute myeloid leukemia (AML) in China. Methods: The CGA results of 83 newly diagnosed AML (non-APL) patients from 16 hospitals in Beijing and Tianjin between March 2016 and December 2017 were prospectively collected and analyzed. The clinical data, treatment and follow-up information were also collected. Results: Of 83 newly diagnosed elderly AML patients, 81 patients (97.6%) completed all designated CGA assessment. The median number of impaired scales of the CGA assessment in the studied population was 2(0-6). Sixteen patients (19.3%) showed no impairments according to the geriatric assessment scales implem ented by this study. The distributions of impaired scales were as follows: impairment in ADL, 55.4%; IADL impairment, 42.2%; MNA-SF impairment, 48.2%; cognitive impairment, 15.7%; GDS impairment, 31.7%; HCT-CI impairment, 19.5%, respectively. In patients with "good" ECOG (n=46), the proportion of impairment for each CGA scale ranged from 6.5% to 37.0% and 32 patients (68.9%) had at least one impaired CGA scale. Survival analysis showed that the number of impaired scales of the CGA was significantly correlated with median overall survival (P=0.050). Conclusions CGA was a tool with feasibility for the comprehensive evaluation in elderly AML patients in China. Combined with age and ECOG, CGA may be more comprehensive in assessing patients’ physical condition.

OBJECTIVE: To investigate the mechanism by which doublecortin promotes the recovery of cytoskeleton in arginine vasopressin (AVP) neurons in rats with electrical lesions of the pituitary stalk (PEL). METHODS: Thirty-two SD rats were randomized into PEL group with electrical lesions of the pituitary stalk through the floor of the skull base (=25) and sham operation group (=7), and the daily water consumption (DWC), daily urine volume (DUV) and urine specific gravity (USG) of the rats were recorded. Four rats on day 1 and 7 rats on each of days 3, 7 and 14 after PEL as well as the sham-operated rats were sacrificed for detection of the expressions of β-Tubulin (Tuj1), doublecortin and caspase- 3 in the AVP neurons of the supraoptic nucleus using immunofluorescence assay and Western blotting. RESULTS: After PEL, the rats exhibited a typical triphasic pattern of diabetes insipidus, with the postoperative days 1-2 as the phase one, days 3-5 as the phase two, and days 6-14 as the phase three. Immunofluorescent results indicated the repair of the AVP neurons evidenced by significantly increased doublecortin expressions in the AVP neurons following PEL; similarly, the expression of Tuj1 also increased progressively after PEL, reaching the peak level on day 7 after PEL. The apoptotic rates of the AVP neurons exhibited a reverse pattern of variation, peaking on postoperative day 3 followed by progressive reduction till day 14. Western blotting showed that the expressions of c-Jun and p-c-Jun were up-regulated significantly on day 3 ( < 0.05) and 7 ( < 0.01) after PEL, while an upregulated p-JNK expression was detected only on day 3 ( < 0.05), as was consistent with the time-courses of neuronal recovery and apoptosis after PEL. CONCLUSIONS JNK/c-Jun pathway is activated after PEL to induce apoptosis of AVP neurons in the acute phase and to promote the repair of neuronal cytoskeleton by up-regulation of doublecortin and Tuj1 expressions.
Animals ; Apoptosis ; Arginine Vasopressin ; pharmacology ; Cytoskeleton ; metabolism ; MAP Kinase Signaling System ; Neurons ; cytology ; Pituitary Gland ; cytology ; injuries ; Proto-Oncogene Proteins c-jun ; metabolism ; Random Allocation ; Rats ; Rats, Sprague-Dawley ; Regeneration ; Tubulin ; metabolism

Cordyceps militaris exopolysaccharides (EPS) have many pharmacological activities such as boosting immunity and antifatigue. To obtain EPS efficiently, we added moderate Vernonia amygdalina leaf powder as inducer to the fermentation medium to promote the production of Cordyceps militaris EPS and studied the infrared absorption spectrum and antioxidant activities of the EPS after optimization. The optimum liquid fermentation conditions were as follows: addition of Vernonia amygdalina leaf powder of 8 g/L, fermentation duration of 9 d, initial pH of 6.5, inoculation quantity of 5.0 mL. Under such a condition, the yield of Cordyceps militaris EPS reached (5.24±0.28) mg/mL, increased by 205.20% compared to the control group without adding Vernonia amygdalina leaf powder. Results of infrared analysis and antioxidant activity showed that the Vernonia amygdalina leaves had little effect on the structure and activities of Cordyceps militaris EPS. The results of this research suggest that Vernonia amygdalina leaf can enhance the production of Cordyceps militaris EPS effectively, and provides a novel method for efficient production of EPS in Cordyceps militaris.
Antioxidants ; Cordyceps ; Plant Leaves ; Polysaccharides ; Vernonia