1.Application of machine learning in prediction of rehabilitation effect after cochlear implantation
Kaiying LAI ; Jiahao LIU ; Xiaoyi ZUO ; Maojin LIANG ; Suiping WANG
Journal of Audiology and Speech Pathology 2025;33(2):182-187
Cochlear implantation is the most effective method to restore hearing in patients with severe and profound hearing impairment.There are individual differences in rehabilitation after cochlear implantation.In order to better understand the underlying factors of rehabilitation,machine learning has been gradually applied to the reha-bilitation prediction of cochlear implant patients.Since related literature is still in its infancy,many problems still remain unresolved,such as insufficient sample size and lack of diversification of data features.We suggest that fu-ture research may expand the sample size,optimize machine learning models,and fully explore the predictive factors affecting the rehabilitation of cochlear implantation,and make machine learning a better tool in the area of cochlear implantation.
2.Application of machine learning in prediction of rehabilitation effect after cochlear implantation
Kaiying LAI ; Jiahao LIU ; Xiaoyi ZUO ; Maojin LIANG ; Suiping WANG
Journal of Audiology and Speech Pathology 2025;33(2):182-187
Cochlear implantation is the most effective method to restore hearing in patients with severe and profound hearing impairment.There are individual differences in rehabilitation after cochlear implantation.In order to better understand the underlying factors of rehabilitation,machine learning has been gradually applied to the reha-bilitation prediction of cochlear implant patients.Since related literature is still in its infancy,many problems still remain unresolved,such as insufficient sample size and lack of diversification of data features.We suggest that fu-ture research may expand the sample size,optimize machine learning models,and fully explore the predictive factors affecting the rehabilitation of cochlear implantation,and make machine learning a better tool in the area of cochlear implantation.
4.Contamination prevalence and drug resistance spectrum of MRSA from classrooms in Guangzhou primary schools
LI Ying, LIANG Jianping, WANG Yingying,HE Suiping,ZHANG Wencui,LIU Ning,GONG Zijun,YAO Zhenjiang
Chinese Journal of School Health 2020;41(4):588-590
Objective:
To investigate the distribution and drug resistance situation of staphylococcus aureus (SA) and methicillin-resistant staphylococcus aureus (MRSA) from the classroom environments in primary schools of Guangzhou.
Methods:
The air and the surfaces of door handles, desks, chairs, light switches and floor were sampled in the classrooms of 8 primary schools selected through stratified clustering method in Guangzhou from May to June, 2016. SA and MRSA were isolated and identified, and drug sensitivity tests were conducted.
Results:
A total of 760 samples were collected, the detection rate of SA and MRSA were 8.8% and 4.2%, respectively. There were statistically significant differences in the detection rate of staphylococcus aureus among different sampling sites(P<0.01).Detection of SA and MRSA on the floor,light’s witches and surface of deskes was both above 6.0%. The multiple drug resistance rate of MRSA was up to 100.0%, and the main resistance mode was Penicillin-Erythromycin-Rifampin-Tetracycline-Teicolanin.
Conclusion
MRSA can be detected in air, door handles, desk surface, chair surface, light switch and floor of primary schools. Relevant administration departments should pay attention to the environments health of Guangzhou primary schools.
5.Antibiotic resistance spectrum and genetic characteristics of MDRSA nasal isolate among primary school students
Chinese Journal of School Health 2020;41(6):908-910
Objective:
To investigate the antibiotic resistance spectrum and genetic characteristics of multidrug-resistant Staphylococcus aureus(MDRSA) nasal isolate among primary school students, and to provide a scientific basis for the prevention and control of masal MDRSA resistance and the selection of clincal drugs in children.
Methods:
Antibiotic susceptibility experiments were performed on all SA isolates of 1 705 primary school students from 8 primary schools in Guangzhou selected by using multistage cluster stratified sampling method. MDRSA antibiotic susceptibility spectrum was analyzed, and the resistant, virulence and immune evasion cluster(IEC) genes detected by polymerase chain reaction(PCR).
Results:
The prevalence of MDRSA nasal carriage was 20.76%(354/1 705), and the proportion of multidrug resistance among SA isolates was 96.20%(354/368). The predominant resistant antibiotics of MDRSA isolates were penicillin(99.72%), erythromycin(96.33%), clindamycin(90.96%) and teicoplanin(90.11%). Notably, 240(67.80%, 240/354) MDRSA isolates were resistant to more than six antimicrobial categories. And the predominant detection rates of resistant genes were BlaZ(92.66%), Tet(M)(49.72%), virulence genes Tst(25.42%) and IEC genes Sak(92.09%), Hlb(61.58%).
Conclusion
We found high prevalence of nasal colonization MDRSA from healthy children. Moreover, MDRSA isolates has a high resistant rate to multiple antibiotics, and the proportion of resistant to ≥6 antimicrobial categories is high.
6.Contamination state of Staphylococcus aureus from toilets of primary schools in Guangzhou
Chinese Journal of School Health 2020;41(2):295-297
Objective:
To investigate the contamination, antimicrobial resistance and virulence genes of S. aureus from toilets of primary schools in Guangzhou.
Methods:
The surface samples of toilets were collected from eight primary schools in Guangzhou from May to July 2016. The standard microbiological assays, disk diffusion methods and PCR technique were used for the isolation and identification, antimicrobial resistance and virulence genes of S. aureus .
Results:
The contamination rate of S. aureus and MRSA was 6.25% and 3.13%, respectively. There was significant difference in the contamination rate of S. aureus among different sampling sites ( χ 2=15.15, P <0.01) and the highest contamination rate was on the ground (15.00%).The most predominant antibiotic for S. aureus was penicillin (100.00%) and the proportions of resistant to teicoplanin, erythromycin,rifampicin, clindamycin and linezolid were more than 75.00%.The multidrug resistant rate of S. aureus was 85.00%.The detection rate of virulence genes of S. aureus was sea (50.00%), tst (30.00%), etb (15.00%), eta (10.00%), seb (10.00%) and pvl (5.00%), respectively.
Conclusion
The contamination rate of S. aureus from toilets of primary schools in Guangzhou is in a lower level among similar researches. However, the contamination of MRSA is serious, which accounts for half of S. aureus . In addition, S. aureus isolates show high multi-drug resistant rate and high detection rate of virulence genes.
7.Semantic processing in language comprehension: evidence from multi-methodologies.
Acta Physiologica Sinica 2019;71(1):127-139
Semantic processing plays a key role in the language comprehension. In the past more than two decades, by using different kinds of cognitive neuroscience methods, the time course and the neural basis of semantic processing had been comprehensively investigated, and a few classic models had been proposed based on these studies. Future studies should focus more on a precise and systematic definition of the concept of semantic processing. Furthermore, by using the convergence evidence from multi-methodologies, more systematic studies on semantic processing should be carried out from the perspective of the wholeness and the interactivity of the brain function to understand the processes.
Brain
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physiology
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Brain Mapping
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Comprehension
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Humans
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Language
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Semantics
8.Constitutive display of Candida antarctica lipase B on the cell surface of Aspergillus niger and regulation of its fermentation.
Yuanfeng LI ; Shen JIN ; Denggang WANG ; Shuli LIANG ; Suiping ZHENG ; Ying LIN
Chinese Journal of Biotechnology 2018;34(7):1189-1196
Displaying Candida antarctica lipase B (CALB) on the cell surface of Aspergillus niger is effectively applied for the industries of food, cosmetics, pharmaceutical and so on. Displaying CALB using induced promoter of glucoamylase on the cell surface of A. niger SH-1 has some problems such as inhibiting its expression under high concentration of glucose, mycelium cleavage and decreasing enzyme activity in the later period of fermentation process. Displaying CALB manipulated by constitutive promoter from glyceraldehyde-3-phosphate dehydrogenase instead of glucoamylase on the cell surface of A. niger SH-1, called AN-GpdA, could solve the above problems effectively. Furthermore, it can not only use glucose, but also xylose as a sole carbon source. Enzyme activity of AN-GpdA using xylose for fermentation reached 1 100.28 U/g of dry cell. We also used lignocellulose such as the hydrolysate of bagasse for fermentation with good performance. The result would provide a novel strategy for the utilization of bagasse.
9.Characteristics of liquid food distribution in the stomach of 52 patients with postprandial distress syndrome-predominated functional dyspepsia
Lin LYU ; Jing WANG ; Xudong TANG ; Suiping HUANG ; Fengyun WANG ; Nan KANG ; Ting CHEN ; Enlin ZHU ; Xiaoge WANG
Chinese Journal of Digestion 2015;(7):455-459
Objective To explore the distribution of the liquid food in the stomach of patients with postprandial distress syndrome (PDS)-predominated functional dyspepsia (FD)and the mechanism of its gastric dynamic dysfunction.Methods Fifty-two patients with PDS and 18 healthy volunteers underwent gastric emptying examination with ultrasound scanner provided.The proximal and distal gastric area and volume,area and volume ratio of proximal and distal gastric as well as emptying rate of proximal and distal gastric were calculated at fasting,maximum satiety,30 min,60 min,90 min and 120 min after meal. Student′s t test andχ2 test were performed for statistical analysis.Results Proximal gastric volume of PDS group at the time of fasting and 120 min after meal were (9.06±7.88)and (24.72±24.02)cm3 ,which were larger than those of healthy control group ((5 .96 ± 2.13 )cm3 ,(19.48 ± 12.32 )cm3 ),and the differences were statistically significant (t=-1 .637 and -0.875 ,both P <0.05).Ratio of proximal and distal gastric area at maximum satiety in PDS group was 1 .63±0.42 and that in healthy control group was 2.33±0.63,and the difference was statistically significant (t =5 .044,P <0.05 ).Ratio of proximal and
distal gastric volume in PDS group and healthy group at fasting was 0.60 ± 0.38 and 0.46 ± 0.19, respectively,that at maximum satiety was in PDS group and healthy group 0.91 ±0.27,1 .30 ±0.48, respectively,and the differences were statistically significant (t = - 1 .505 and 3.970,both P <0.05). The emptying rates of proximal stomach of PDS group at 30 min and 90 min postprandial were (28.10 ± 25 .03)% and (68.80±16.14)%,respectively,those of healthy control group were (34.97 ±14.41 )%and (75 .86 ±9.86)%,and the differences were statistically significant (t =1 .087 and 1 .718,both P <0.05).There was no statistically significant difference in emptying rate of distal stomach between two groups (all P > 0.05 ).Conclusions The volume of distal stomach was larger than that of proximal stomach in PDS patients at maximum satiety in liquid food distribution,which may be the cause of decreasing emptying rate of proximal stomach.And proximal stomach dominated gastric motility in PDS patients.
10.Therapeutic Effect of Heat-clearing and Dampness-removing Therapy Combined with Bifico for Ulcerative Colitis and Its Influence on Tumor Necrosis Factor Alpha and Interleukin-10 in Rats
Jing WANG ; Yuxiang KUANG ; Haiyan ZHANG ; Shijuan LUO ; Suiping HUANG ; Xinge FU
Journal of Guangzhou University of Traditional Chinese Medicine 2014;(5):756-761,845
Objective To observe the therapeutic effect of heat-clearing and dampness-removing therapy combined with Bifico for ulcerative colitis ( UC) induced by trinitrobenzene sulfonic acid ( TNBS), and to explore its influence on tumor necrosis factor alpha ( TNF-α) and interleukin-10 ( IL-10) in rats. Methods Forty female adult Sprague-Dawley rats were evenly randomized into five groups, namely normal control group, model group, Bifico (175 mg/kg) group, Chinese medicine group(enema with Changdiqing 3.6/kg and oral use of Changyanling Recipe l) , and Chinese medicine plus Bifico group. After treatment, the damage of colonic mucous membrane was evaluated, and expression levels of IL-10 and TNF-α in colonic mucosa were observed through immunohistochemical assay. Results The degree of colonic mucosal injury was severer and the inflammation was more obvious in the model group than those in the normal control groups ( P<0.01) , and the above changes were relieved to various degrees in the medication group ( P<0.01 compared with those in the model group) . Chinese medicine plus Bifico group had better effect on reducing colonic mucosa damage index ( CMDI) and inflammation, and on promoting the healing of colonic mucosa than Bifico group and Chinese medicine group (P<0.05 ) . The expression level of TNF-α in the colonic mucosa was markedly increased while that of IL-10 was markedly decreased in the model group ( P<0.01 compared with those in the normal control group) . The medication groups could counteract the above changes in the colonic mucosa ( P<0.01 compared with those in the model group) . The combination group and Chinese medicine group had better effect on decreasing TNF-α expression level and on increasing IL-10 expression level than Bifico group ( P<0.05) . Conclusion IL-10 and TNF-α play an important role in the pathogenesis and development of ulcerative colitis. Chinese medicine combined with Bifico has satisfactory therapeutic effect on UC rats, and its mechanism may be related with the increase of IL-10 expression level and with the decrease of TNF-α expression level.


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