1.Application of time series and machine learning models in predicting the trend of sickness absenteeism among primary and secondary school students in Shanghai
WANG Zhengzhong, ZHANG Zhe, ZHOU Xinyi, YUAN Linlin, ZHAI Yani, SUN Lijing, LUO Chunyan
Chinese Journal of School Health 2025;46(3):426-430
Objective:
To analyze the temporal variation patterns of sickness absenteeism among primary and secondary school students in Shanghai, so as to explore models suitable for predicting peaks and intensity of absenteeism rates.
Methods:
The seasonal and trend decomposition using loess (STL) method was used to analyze the seasonal and long term trend changes in sickness absenteeism among primary and secondary school students from September 1 in 2010 to June 30 in 2018, in Shanghai. A hierarchical clustering method based on Dynamic Time Warping (DTW) was employed to classify absenteeism symptoms with similar temporal patterns. Based on historical data, the study constructed and evaluated different time series algorithms and machine learning models to optimize the accuracy of predicting the trend of sickness absenteeism.
Results:
During the research period, the average new absenteeism rate due to illness was 16.86 per 10 000 person day for every academic year, and the trend of sickness absenteeism exhibited both seasonality and a long term upward trend, reaching its highest point in the 2017 academic year (22.47 per 10 000 person day). The symptoms of absenteeism were divided into three categories: high incidence in winter and spring (respiratory symptoms, fever and general discomfort, etc.), high incidence in summer (eye symptoms, nosebleeds, etc.) and those without obvious seasonality (skin symptoms, accidental injuries, etc.).The constructed time series models effectively predicted the trend of absenteeism due to illness, although the accuracy of predicting peak intensity was relatively low. Among them, the multi layer perceptron (MLP) model performed the best, with an root mean squared error (RMSE) of 8.96 and an mean absolute error (MAE) of 4.37, reducing 36.51% and 39.02% compared to the baseline model.
Conclusion
Time series models and machine learning algorithms could effectively predict the trend of sickness absenteeism, and corresponding prevention and control measures can be taken for absenteeism caused by different symptoms during peak periods.
2.Selenium nanoparticles synthesized by Streptomyces avermitilis: physical and chemical characteristics and inhibitory activity on a pathogen of Lycium barbarum.
Qi ZHANG ; Yani LI ; Rongjuan ZHOU ; Jiayuan QING ; Sijun YUE
Chinese Journal of Biotechnology 2025;41(2):693-705
Biosynthesized selenium nanoparticles (SeNPs) have attracted much attention because of their unique physical, chemical, and biological properties. The microbial reduction of selenium salts to SeNPs has great potential, while there is a lack of elite strains. In this study, we explored the reduction of Na2SeO3 by Streptomyces avermitilis into SeNPs. The colonies and hyphae of the strain and the synthesized SeNPs were characterized by optical microscopy, scanning electron microscopy (SEM), transmission electron microscope (TEM), energy dispersive spectrometry (EDS), X-ray diffraction (XRD), and Fourier transform infrared spectroscopy (FTIR). At the same time, the inhibitory activity of SeNPs on Fusarium oxysporum, the main pathogen causing root rot of Lycium barbarum, was studied. The results showed that S. avermitilis converted Na2SeO3 into SeNPs and tolerated 300 mmol/L Na2SeO3, demonstrating strong tolerance. S. avermitilis synthesized spherical SeNPs in the cytoplasm, and most of SeNPs had a diameter of about 100 nm and were released by hyphal fracture. The SeNPs synthesized by S. avermitilis were amorphous, and their surfaces were dominated by C and Se, with the existence of O, N and other elements. SeNPs had functional groups such as -OH, C=O, C-N, and C-H, which were closely related to the stability and biological activity of SeNPs. The SeNPs synthesized by S. avermitilis showcased significant inhibitory activity on F. oxysporum, and 25.0 μmol/mL SeNPs showcased the inhibition rate of 77.61% and EC50 of 0.556 μmol/mL. In conclusion, S. avermitilis can tolerate high Na2SeO3 stress and mediate the synthesis of SeNPs. The synthesized SeNPs have good stability and strong inhibitory activity, demonstrating the potential application value in the preparation of SeNPs and the control of L. barbarum root rot.
Streptomyces/metabolism*
;
Fusarium/drug effects*
;
Lycium/microbiology*
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Selenium/metabolism*
;
Nanoparticles/chemistry*
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Plant Diseases/microbiology*
;
Metal Nanoparticles/chemistry*
;
Antifungal Agents/pharmacology*
3.Association between dietary habits and sleep duration among middle school students in Shanghai
YIN Xiaoya, ZHAI Yani, YUAN Linlin, YAN Qiong, ZHOU Xinyi, LUO Chunyan, SUN Lijing
Chinese Journal of School Health 2024;45(8):1140-1143
Objective:
To explore the association between dietary behaviors and sleep duration among middle school students in Shanghai, so as to provide reference for interventions targeting insufficient sleep.
Methods:
From May to June 2021, a stratified cluster random sampling method was employed to select a sample of 10-17yearold middle school students for monitoring their healthrisk behaviors. A total of 5 538 valid questionnaires were collected. The survey included items such as daily sleep duration, weekly consumption of sugary beverages, freshly squeezed fruit juice, fresh fruits, fresh vegetables, fried foods, milk and yogurt, breakfast habits, and frequency of eating outside. Statistical analysis was conducted using Chisquare test, Wilcoxon ranksum test, and multivariable Logistic regression model.
Results:
About 73.7% of middle school students reported insufficient sleep in Shanghai. There was a positive correlation between the average daily consumption of fresh fruits and breakfast consumption with sleep duration. In other words, a higher frequency of consuming fresh fruits (OR=1.29) and eating breakfast (OR=1.07) were associated with a higher likelihood of sufficient sleep. Conversely, there was a negative correlation between the frequency of consuming desserts (OR=0.78) and fried foods (OR=0.88) and sleep duration (P<0.05).
Conclusions
Increasing the consumption of fresh fruits and maintaining regular breakfast habits while reducing the intake of fried foods can contribute to achieving sufficient sleep among middle school students. When implementing interventions to improve sleep among middle school students, promoting healthy and balanced diets can be considered as one of the intervention strategies.
4.Analysis of bullying prevalence and associated factors among middle school students in Shanghai
LI Shuman, ZHOU Xinyi, YAN Qiong, ZHANG Zhe, ZHAI Yani, LUO Chunyan, SUN Lijing
Chinese Journal of School Health 2024;45(11):1555-1559
Objective:
To explore the current status and associated factors of bullying behavior among middle school students in Shanghai, so as to provide a reference basis for carrying out bullying intervention work.
Methods:
From May to June 2021, a stratified cluster sampling method was used to select 19 000 middle school students from 63 schools in 16 districts of Shanghai, and the Shanghai Youth Health Risk Behavior Survey Questionnaire was used to conduct an anonymous questionnaire survey of enrolled students. Chi square test and binary Logistic regression analysis were employed to investigate the associated factors of bullying among middle school students.
Results:
The prevalence of bullying behaviors in Shanghai was 15.5%, with males and junior high school students exhibiting the higher reporting rate(19.5%,17.2%). And malicious teasing or name calling had the highest reported rate at 9.4%. The results of binary Logistic regression analysis showed that fighting ( OR =5.02), attempting to smoke ( OR =3.22), having a feeling of sadness and hopelessness ( OR =2.50) and getting drunk( OR =1.72) were positively associated with bullying behavior among middle school students. Fighting ( OR =3.83-8.97), attempting to smoke ( OR =2.92-5.52), having a feeling of sadness and hopelessness ( OR =2.40-4.34), and getting drunk ( OR =1.66-2.34) were positively correlated with 6 forms of bullying (malicious teasing or name calling, intentionally damaging someone else s belongings, deliberately excluding someone from activities or isolating someone, threatening or intimidating others, hitting, kicking, or pushing someone, and verbally harassing or attacking someone online) ( P <0.05).
Conclusions
Bullying behavior of middle school students in Shanghai primarily presents as verbal harassment. In the future, greater attention should be directed towards bullies, and it should recognize potential hazards promptly and implement precise intervention measures.
5.Effect of Myricetin on Immune Function in Rats with Inflammatory Bowel Disease by Regulating the cAMP/PKA/CREB Signaling Pathway
Chinese Journal of Modern Applied Pharmacy 2024;41(11):1456-1463
OBJECTIVE
To investigate the effect of myricetin(Myr) on immune function in rats with inflammatory bowel disease(IBD) by regulating the cAMP/PKA/CREB signaling pathway.
METHODS
IBD rat models were established and separated into control group, model group, low, medium, and high dose Myr(Myr-L, Myr-M, Myr-H, 28, 56, 112 mg·kg−1·d−1 Myr) groups, and high dose Myr+PKA inhibitor H89(Myr-H+H89 112 mg·kg−1·d−1 Myr+7 mg·kg−1·d−1 H89) group. The disease activity index(DAI) of rats was scored; immune function indicators and colon length were measured; the levels of IL-6, IL-17A, TNF-α, and cAMP in serum were determined by the kit; the pathological changes of colon tissue were observed by HE staining; the proportion of Treg cells was determined by flow cytometry; immunohistochemistry was used to detect the expression of MPO in colon tissue; Western blotting was used to determine cAMP/PKA/CREB signaling pathway related proteins.
RESULTS
Compared with the control group, the colon tissue cells in the model group were disorderly arranged, with a large number of inflammatory cell infiltration, severe ulceration, a large number of cell necrosis, mucosal edema, the DAI score, IL-6, TNF-α, and IL-17A levels, spleen coefficient, thymus coefficient, and MPO optical density values were obviously increased(P<0.05), the colon length, Treg cell ratio, cAMP concentration, p-PKA/PKA, and p-CREB/CREB levels were obviously reduced(P<0.05). Compared with the model group, the arrangement of colon tissue cells in the Myr-L, Myr-M, and Myr-H groups was relatively neat; mucosal edema inflammatory cell infiltration, cell necrosis and ulcer phenomenon were reduced; the DAI score, IL-6, TNF-α, and IL-17A levels, spleen coefficient, thymus coefficient, and MPO optical density values were gradually reduced(P<0.05); the colon length, Treg cell ratio, cAMP concentration, p-PKA/PKA, and p-CREB/CREB levels were gradually increased(P<0.05). Compared with the Myr-H group, the pathological changes in the colon tissue of the Myr-H+H89 group worsened, the DAI score, IL-6, TNF-α, and IL-17A levels, spleen coefficient, thymus coefficient, and MPO optical density values were obviously increased(P<0.05), the colon length, Treg cell ratio, cAMP concentration, p-PKA/PKA, and p-CREB/CREB levels were obviously reduced(P<0.05).
CONCLUSION
Myr may inhibit inflammation levels, regulate immune function, and exert protective effects on IBD rats by activating the cAMP/PKA/CREB signaling pathway.
6.Correlation between stress and Internet addiction among middle school students in Shanghai
YUAN Linlin, ZHANG Zhe, ZHOU Xinyi, ZHAI Yani, YIN Xiaoya, LI Shuman, SUN Lijing
Chinese Journal of School Health 2024;45(12):1757-1760
Objective:
To understand the relationship between stress and Internet addiction among middle school students in Shanghai, so as to provide a scientific basis for promoting students mental health and preventing Internet addiction.
Methods:
From May to June 2021, a stratified random cluster sampling method was used to select 6 123 middle and high school students in Shanghai for health risk behavior monitoring. Daily Stressors Evaluation Scale for Urban Secondary School Students was used to evaluate students' stress, and the Internet Addiction Test compiled by Young was used to evaluate students Internet addiction. The correlation between student stress and Internet addiction was analyzed by Kruskal-Wallis H test , Chi square test and multiple Logistic regression.
Results:
Total stress score of middle school students in Shanghai was 24 (12, 39), academic stress score was 8 (5, 13), physical and psychological stress score was 6 (2, 10), interpersonal stress score was 5 (1, 9), and family stress score was 4 (1, 8). The detection rate of Internet addiction was 4.7%. Multivariate Logistic regression analysis showed that the risk of Internet addiction among middle school students with high levels of stress was 8.05 times(95% CI =4.59-14.12) that of students with low levels of stress( P <0.05). The risk of Internet addiction among middle school students with high levels of academic stress, physical and psychological stress, interpersonal stress and family stress was 5.98(95% CI =3.69-9.70), 6.92(95% CI =4.03-11.88), 4.85(95% CI =3.11-7.55), and 4.18(95% CI =2.73-6.40) times that of students with low levels of stress, respectively( P <0.05).
Conclusion
The academic stress, physical and psychological stress, interpersonal stress, and family stress among middle school students can all lead to an increased risk of Internet addiction.
7.Corrective effect of femtosecond laser assisted laser in situ keratomileusis Xtra on patients with moderate to high myopia after 2a postoperatively
Jinxiao LI ; Di SHEN ; Kun ZHOU ; Xiyu SUN ; Yani WANG ; Wei WEI
International Eye Science 2024;24(2):295-300
AIM:To evaluate corrective effect and stability of corneal morphology in patients with moderate to high myopia after 2a treatment of femtosecond laser assisted laser in situ keratomileusis(FS-LASIK)Xtra.METHODS:Retrospective case-control study. A total of 30 cases(58 eyes)Patients with moderate to high myopia combined with astigmatism who planned to undergo refractive surgery in our hospital from August 2019 to August 2020 were included, and different types of surgery were performed respectively based on the relevant index of keratoconus screening in the preoperative corneal topography. They were divided into FS-LASIK group and Xtra group, with 15 cases(29 eyes)in each group. Uncorrected visual acuity(UCVA), best corrected visual acuity(BCVA), spherical equivalent(SE)and the corneal curvature of the anterior and posterior surfaces of different diameters(3, 5 and 7 mm)measured by Sirius three-dimensional corneal topography were observed preoperatively and 3 mo, 1 and 2 a postoperatively.RESULTS: The UCVA of the two groups of patients at different time points after surgery was significantly increased compared with preoperatively(both P<0.01), and there was no difference in UCVA and SE between the two groups(P>0.05). After 2 a postoperatively, residual astigmatism was -0.25-0 D in 25 eyes(86%)of the FS-LASIK Xtra group and 24 eyes(83%)of the FS-LASIK group. The actual corrected SE and expected corrected SE of both groups were positively correlated(both P<0.05). There were differences in corneal curvature on the surface of different diameter areas(3, 5, and 7 mm)between the two groups at 3 mo, 1, and 2 a postoperatively compared with preoperatively. After 1 and 2 a postoperatively, the corneal posterior surface curvature of the FS-LASIK Xtra group with corneal diameter of 3 and 5 mm was higher than that of the FS-LASIK group(P<0.05).CONCLUSIONS:FS-LASIK Xtra has good safety, efficacy and predictability in correcting patients with moderate to high myopia.
8.A survey of gastroenterologists′ knowledge and practice of the consensus and guideline of Helicobacter pylori infection (version 2022)
Yingying HAN ; Jiyan LI ; Yani ZHOU ; Jialun GUAN ; Mei LIU ; Jiazhi LIAO ; Peiyuan LI
Chinese Journal of Digestion 2024;44(4):238-244
Objective:To investigate the knowledge and practice of the Sixth Chinese national consensus report on the management of Helicobacter pylori ( H. pylori) infection (treament excluded) (referred to as sixth national consensus)and 2022 Chinese national clinical practice guideline on H. pylori eradication treatment (referred to as guideline) among gastroenterologists in China, so as to provide out relevant training in the future. Methods:A questionnaire was designed according to sixth national consensus and guideline, including knowledge and practice of sixth national consensus and guideline, and the detection, indications of eradication, the relationship between infection and gastrointestinal microbiota, and eradication of H. pylori. From November 1 to 30 in 2023, the questionnaire-based survey was conducted among 1 506 gastroenterologists from secondary and tertiary hospitals of 24 provinces, autonomous regions and municipalities in China with convenience sampling method using the "Questionnaire Star" online questionnaire platform and the questionnaire link was sent by WeChat. Descriptive methods were used for statistical analysis. Results:A total of 1 442 valid questionnaires were collected. The awareness rate of sixth national consensus and guideline of gastroenterologists was 83.7% (1 207/1 442), and 47.2% (680/1 442) had read the relevant content in detail. Urea breath test (97.4%, 1 404/1 442) was the most commonly used method for diagnosing current H. pylori infection, however, more than half of the physicians chose serological test (53.3%, 769/1 442) for the diagnosis of current infection. The common indications of H. pylori eradication could be identified by 84.3%(1 215/1 442) of gastroenterologists. The most well-known eradication regimen was bismuth quadruple regimen (98.5%, 1 421/1 442), while some physicians still believed that the standard triple regimen (31.8%, 459/1 442) and sequential regimen (21.9%, 316/1 442) were recommended by the guideline. A further 20.2% (291/1 442) frequently prescribed a triple regimen combined with gastric mucosal protectants and the awareness rate of high-dose dual regimen was 59.1% (852/1 442). Amoxicillin + clarithromycin (65.4%, 943/1 442) and amoxicillin+ furazolidone (20.1%, 290/1 442) were commonly used antibiotic combinations in bismuth quadruple therapy. Potassium-competitive acid blockers and double-dose proton pump inhibitors were commonly used in bismuth quadruple therapy by 45.4% (655/1 442) and 46.0% (664/1 442) of physicians, respectively. For patients with multiple failed eradications, furazolidone was the most commonly used antibiotic for re-eradication(71.7%, 1 034/1 442). Conclusion:The knowledge and practice of gastroenterologists on H. pylori infection in China deviates from the new consensus and guideline, and more publicity and training should be carried out in future to improve the ability of gastroenterologists to standardise the diagnosis and treatment of H. pylori infection.
9.Evaluation of left atrial structure and function by three-dimensional echocardiography in paitents with apical hypertrophic cardiomyopathy
Kangchao ZHENG ; Wei ZHOU ; Ying ZHU ; Jun ZHANG ; Jie TIAN ; Yuwei BAO ; Yongping LU ; Youbin DENG ; Yani LIU
Chinese Journal of Ultrasonography 2023;32(11):985-994
Objective:To investigate the changes of left atrial structure and function in patients with apical hypertrophic cardiomyopathy (ApHCM) by three-dimensional (3D) echocardiography.Methods:From September 2020 to December 2022, 112 patients with ApHCM(ApHCM group) diagnosed at Tongji Hospital Tongji Medical College, Huazhong University of Science and Technology and 41 age- and sex-matched normal controls(control group) were finally enrolled. In 'pure’ ApHCM patients, cardiac hypertrophy was confined to the apical segment below the papillary muscle. The wall thickness of apical and intermediate segments in 'mixed’ ApHCM patients increased, but the wall thickness of apical segment was the largest. Two-dimensional(2D) and 3D volume and strain parameters of left atrium were compared between control group and ApHCM group, 'pure’ and 'mixed’ ApHCM patients.The correlations between 2D and 3D volume and strain parameters of left atrium and intraclass correlation coefficient (ICC) of those parameters were analyzed. The ROC curve was performed to determine the cutoff values of 3D left atrial volume abnormalities in all subjects. Logistics regression analysis was performed to analyze the impact factors of the left atrial enlargement in patients with ApHCM.Results:Compared with the control group, 2D left atrial maximum volume index (2D LAVimax), 2D left atrial minimum volume index (2D LAVimin), 3D left atrial maximum volume index (3D LAVimax), 3D left atrial minimum volume index (3D LAVimin), and 3D left atrial presystolic volume index (3D LAVipreA) significantly increased in ApHCM group( Z=-6.54, -6.38, -6.98, -7.40, -6.96; all P<0.001). However, 2D left atrial ejection fraction (2D LAEF) ( Z=-3.75, P<0.001), 2D left atrial expansion index (2D LAEI) ( t=-4.15, P<0.001), 3D left atrial ejection fraction (3D LAEF) ( Z=-5.09, P<0.001), 3D left atrial expansion index (3D LAEI) ( t=-5.49, P<0.001), 2D left atrial reservoir strain (2D LASr) ( t=-12.03, P<0.001), 2D left atrial conduit strain (2D LAScd) ( t=7.91, P<0.001), 2D left atrial contractile strain (2D LASct) ( t=6.06, P<0.001), 3D left atrial reservoir strain (3D LASr) ( t=-9.23, P<0.001), 3D left atrial conduit strain (3D LAScd) ( t=7.12, P<0.001) and 3D left atrial contractile strain (3D LASct) ( t=4.78, P<0.001) significantly decreased in ApHCM group. Compared with the 'pure’ ApHCM group, 2D LAVimax, 3D LAVimax, 2D LAVimin, 3D LAVimin, 3D LAVipreA in patients with mixed ApHCM increased more significantly, while 2D LAEF, 2D LAEI and 2D LASr decreased more significantly. The measurements of left atrial volume and strain by 3D echocardiography were significantly correlated with 2D measurements ( P<0.05). The correlations between 2D LAVimax and 3D LAVimax, 2D LAVimin and 3D LAVimin, 2D LAEF and 3D LAEF, 2D LASr and 3D LASr, 2D LAEI and 3D LAEI ( r=0.91, 0.93, 0.72, 0.76, 0.57; all P<0.05) were more than moderate. The repeatability of 3D left atrial strain was lower than 2D results, while the repeatability of 3D left atrial volume was higher than 2D results. ROC curve analysis showed that 3D echocardiography parameters could identify left atrial volume abnormality in all subjects. The cutoff values of 3D LAVimax, 3D LAVimin, 3D LAVipreA in all subjects were 36 ml/m 2, 18 ml/m 2 and 27 ml/m 2, respectively. Multivariate binary logistic regression analyses showed that ratio of LV systolic obliteration to cavity was independent factor affecting left atrial enlargement in ApHCM patients( OR=1.20, P<0.001). Conclusions:Three-dimensional echocardiography is significant for the accurate evaluation of left atrial structural changes in patients with ApHCM. Ratio of left ventricular systolic obliteration to cavity was an independent impact factor of left atrial enlargement in ApHCM patients.
10.Transapical beating interventricular septal resection under the navigation of three-dimensional transesophageal echocardiography for the treatment of hypertrophic obstructive cardiomyopathy
Ying ZHU ; Hui WANG ; Wei ZHOU ; Jie TIAN ; Jing FANG ; Rui LI ; Lin CHENG ; Yue CHEN ; Chenhe LI ; Yongping LU ; Youbin DENG ; Xiang WEI ; Yani LIU
Chinese Journal of Ultrasonography 2023;32(12):1030-1038
Objective:To evaluate the efficacy and safety of immediate intraoperative transapical beating-heart septal myectomy (TA-BSM) in patients with hypertrophic obstructive cardiomyopathy (HOCM) and explored the clinical value of three-dimensional transesophageal echocardiography (3D-TEE) during the procedure of TA-BSM.Methods:One hundred and thirty-seven HOCM patients who underwent TA-BSM surgery in Tongji Hospital Affiliated to Tongji Medical College of Huazhong University of Science and Technology from April 2022 to March 2023 were selected.During the operation, 3D-TEE was used to locate the position of the myocardial circumcision system and navigate the range of myocardial circumcision. The interventricular septal thickness( IVST) and peak pressure gradient of the left ventricular outflow tract (LVOT-PG) were measured, and the degree of mitral systolic anterior motion (SAM) and mitral regurgitation (MR) were evaluated in HOCM patients before and after the operation. The range of the incisal margin was measured, and the number of resection knives and the weight of the removed myocardium were recorded.Results:TA-BSM under 3D-TEE navigation was successfully performed in 137 HOCM patients. The number of resection was 7(5, 9), and the weight of the removed myocardium was 5.6(3.4, 8.9)g. During the operation, there were no adverse events such as death, aortic valve injury, and iatrogenic interventricular septal perforation. Compared with those before the operation, the wall thickness of basal and middle segments of the anterior and posterior interventricular septum decreased significantly (all P<0.001), and LVOT-PG decreased significantly ( P<0.001). After TA-BSM, the number of patients with SAM≥3 decreased from 94 cases (68.6%) to 2 cases (1.5%), and the number of patients with MR≥3+ decreased from 86 cases (62.8%) to 9 cases (6.6%)(all P<0.001). For the patients with different degrees of ventricular septal hypertrophy (mild, moderate, and severe), the postoperative IVST and LVOT-PG were significantly lower than the preoperative values, and the degree of MR and SAM signs was relieved considerably. The length of the incisal margin, the weight of excised myocardium, and the number of resection in the group with extensive septal hypertrophy in all three regions were significantly higher than those in the group with localized interventricular septal hypertrophy in single or two areas (all P<0.05). Conclusions:3D-TEE can guide and monitor the process of TA-BSM myocardial resection in real-time. By accurately evaluating the IVST and the range and hemodynamic characteristics of HOCM patients, it can effectively relieve LVOTO and significantly reduce MR to ensure the safety and effectiveness of TA-BSM in HOCM patients with different degrees and ranges of hypertrophy.


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