1.Current status and outlooks of acupuncture research driven by machine learning.
Sixian WU ; Linna WU ; Yi HU ; Zhijie XU ; Fan XU ; Hanbo YU ; Guiping LI
Chinese Acupuncture & Moxibustion 2025;45(4):421-427
The machine learning is used increasingly and widely in acupuncture prescription optimization, intelligent treatment and precision medicine, and has obtained a certain achievement. But, there are still some problems remained to be solved such as the poor interpretability of the model, the inconsistency of data quality of acupuncture research, and the clinical application of constructed models. Researches in future should focus on the acquisition of high-quality clinical and experimental data sets, take various machine learning algorithms as the basis, and construct professional models to solve various problems, so as to drive the high-quality development of acupuncture research.
Acupuncture Therapy/trends*
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Machine Learning
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Humans
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Algorithms
2.Study of discrepancy in subjective and objective cognitive function in patients with depressive disorder
Linna FU ; Min WANG ; Xiao YANG ; Yikai DOU ; Jinxue WEI ; Zongling HE ; Yue YU ; Xiao CAI ; Xiaohong MA
Sichuan Mental Health 2024;37(1):26-32
BackgroundThere exist differences in the subjective and objective cognitive functions of patients with depressive disorder, ane there are limited research on influencing factors of such phenomenon currently. ObjectiveTo explore the differences in subjective and objective cognitive function in patients with depressive disorder as well as influencing factors, and to provide references for further understanding of cognitive impairment in patients with depressive disorder. MethodsA total of 77 patients with depressive disorder who received outpatient or inpatient treatment in the Fourth People's Hospital of Chengdu from January 13, 2022 to December 11, 2023 were selected for the study. These patients also met the diagnostic criteria of Diagnostic and Statistical Manual of Mental Disorders, fifth edition(DSM-5). Various tools were employed to assess patients in this study: Montgomery-Asberg Depression Rating Scale (MADRS) for the depressive symptoms, Perceived Deficits Questionnaire for Depression (PDQ-D) and Chinese Version of Brief Neurocognitive Test Battery (C-BCT) for the subjective and objective cognitive function, Sheehan Disability Scale (SDS) for the social function, and Clinical Global Impression-Severity of Illness(CGI-SI) for the severity of patient's condition. Pearson correlation analysis was used to examine the correlation of subjective and objective cognitive function and their differences with age, years of education, MADRS total score, SDS total score, and CGI-SI score. Multiple linear regression was used to explore the influencing factors of the differences between subjective and objective cognitive function. ResultsThere was a statistically significant difference in the total PDQ-D scores and the difference of subjective and objective cognitive function (D value) between depressive patients with and without medication (t=-4.228, -2.392, P<0.05 or 0.01). There was no statistically significant correlation in subjective and objective cognitive function in patients with depressive disorder (r=-0.148, P>0.05). Negative correlations can be observed between the PDQ-D total score and age or years of education (r=-0.333, -0.369, P<0.01). The PDQ-D total score was positively correlated with MADRS total score, SDS total score and CGI-SI score (r=0.487, 0.637, 0.434, P<0.01). D value was negatively correlated with age and years of education (r=-0.411, -0.362, P<0.01), while positively correlated with MADRS total score, SDS total score and CGI-SI score (r=0.259, 0.468, 0.299, P<0.05 or 0.01). Age (β=-0.328, P<0.01) and SDS total score (β=0.409, P<0.01) were two predictive factors for D value. ConclusionThe difference between subjective and objective cognitive function among patients with depressive disorder is related to several factors including age, years of education, severity of symptoms and impairment of social function. [Funded by Surface Project of National Natural Science Foundation of China (number, 62173069); Technological Innovation 2030-Major Project of "Brain Science and Brain-Like Research" (number, 2022ZD0211700); Key R&D Support Program and Major Application Demonstration Project of Chengdu Science and Technology Bureau (number, 2022-YF09-00023-SN)]
3.HIC Value of Mild Traumatic Rats under Anterior-Posterior and Lateral-Medial Craniocerebral Impact:An Equivalent Study
Guoxiang WANG ; Linna ZHU ; Xun WANG ; Qiuju CHEN ; Tao XIONG ; Qinghang LUO ; Jia YU ; Jingyu XU ; Zhiyong YIN ; Shengxiong LIU
Journal of Medical Biomechanics 2024;39(4):730-735
Objective To investigate the equivalent conversion of head injury criterion(HIC)under anterior-posterior(AP)and lateral-medial(LM)craniocerebral impact for mild craniocerebral injury in rats using motor evoked potential(MEP)and β-amyloid precursor protein(β-APP)immunohistochemistry(IHC).Methods Sixty healthy adult male SD rats were randomly divided into 0 m control group,0.5 m-AP and 0.5 m-LM injury groups,and 1 m-AP and 1 m-LM injury groups(12 rats in each group).The control group did not undergo any impact injury experiment.After the impact injury experiment,the injury and control groups were subjected to excessive anesthesia to produce β-APP immunohistochemical stained slices,and the percentage of positive area and integral optical density(IOD)in the brainstem pyramidal tract area of the slices were determined.The MEP groups were divided in the same manner as the IHC groups and the MEP amplitudes of the MEP and control groups were measured after the impact injury experiment.Results With an increase in the degree of injury,the decrease in MEP amplitude,percentage of positive areas,and IOD in the injury groups significantly increased.When the degree of injury was low,the sensitivity of IHC was higher than that of MEP.When the degree of injury was the same,the HIC in the LM direction was lower than that in the AP direction.When the HIC was the same,the degree of injury in the LM direction was greater than that in the AP direction.Conclusions The joint evaluation of MEP and β-APP can provide experimental references for the study of HIC equivalent conversion in AP-LM craniocerebral impact injury.
4.Construction and application of an intelligent discharge follow-up information system for patients with cancer pain
He LI ; Meiyun ZHANG ; Sufen YU ; Linna TANG ; Xiaolan SHI
Chinese Journal of Nursing 2024;59(13):1562-1567
Objective To construct and apply an intelligent follow-up information system for patients with cancer pain,providing references for improving the efficiency of hospital follow-up and promoting pain management of patients at home.Methods The intelligent discharge follow-up system for patients with cancer pain includes 2 platforms,namely a patient self-report platform and an administrator operation platform.The administrator operation platform consists of 5 modules,namely the workbench module,the follow-up plan module,the follow-up results module,the health education module and the data statistics module.In January 2022,the system was officially put into clinical application.The use of the system was analyzed,and patients'completion rate,medication compliance,incidence of moderate and severe pain and satisfaction with pain control were compared before(from January 2020 to December 2021)and after(from January 2022 to November 2023)the application of the system.Results At present,this system has been applied in 95 cancer-related wards of our hospital.From January 2022 to November 2023,the number of people who should be followed up was 4 248,and the number of people who actually completed the follow-up was 4 127;the rate of follow-up completion was 97.2%;the rate of timely completion of the follow-up was 94.9%;the rate of automatic follow-up by the system was 40.1%;the rate of patient abnormality report was 31.9%;the rate of timely treatment of patient abnormality report was 89.1%.After the application of the system,the completion rate of pain follow-up was increased,and the difference was statistically significant(P<0.001).After the application of the system,the medication compliance rate of patients with cancer pain increased from 86.9%to 91.0%;the incidence of moderate and severe pain decreased from 6.8%to 5.2%;the satisfaction with pain control increased from 81.0%to 83.5%(P<0.05).Conclusion The intelligent discharge follow-up system for patients with cancer pain can effectively improve the discharge follow-up efficiency and promote the management of patients with cancer pain at home.
5.Status quo and influencing factors of foot self-care behavior in high-risk patients with diabetic foot
Linna ZHANG ; Ming LU ; Yang YANG ; Hui QU ; Yanjuan YU ; Jinxiu LI ; Yanxia ZHU
Chinese Journal of Modern Nursing 2022;28(32):4529-4533
Objective:To explore the status quo and influencing factors of foot self-care behavior in high-risk patients with diabetic foot.Methods:Totally 100 high-risk patients with diabetic foot admitted to the Department of Endocrinology, Jiaozuo People's Hospital from January to December 2021 were selected by convenience sampling and investigated with questionnaires on general and disease data, Chinese version of the Nottingham Assessment of Functional Footcare (NAFF) , Self-efficacy Scale, and Medical Coping Style Scale. A total of 100 questionnaires were distributed, with 100 valid questionnaires recovered, accounting for an effective recovery rate of 100.00% (100/100) .Results:The scores of the Chinese version of the NAFF in the 100 high-risk patients with diabetic foot were (71.22±8.61) , which was at a moderate level. The results of multiple linear regression analysis showed that gender, economic status, course of disease, self-efficacy, health education on diabetic foot, and medical coping style were the influencing factors of foot self-care behavior in these patients ( P<0.05) . Conclusions:The foot self-care behavior of high-risk patients with diabetic foot was at a moderate level. Gender, economic status, diabetes duration, self-efficacy, health education on diabetic foot, and medical coping style were the main factors affecting the nursing behavior for these patients. Medical and nursing staff need to take targeted interventions based on relevant factors to improve their self-care ability.
6.Surveillance of drug resistance of clinically isolated fungi strains from 46 hospitals in Shandong Province
Linna KOU ; Chunyan ZHANG ; Zheng LI ; Bin JI ; Sijin MAN ; Maoli YI ; Renzhe LI ; Mingyan SUN ; Yuanqi ZHU ; Jiliang WANG ; Mingju HAO ; Chengjie GUO ; Jing LI ; Wenwen YU ; Zhongtao GAI ; Shifu WANG
Chinese Journal of Clinical Infectious Diseases 2021;14(1):46-53,80
Objective:To analyze the distribution of clinically isolated fungal strains and their resistance to common antifungal drugs in Shandong province.Methods:Through the Shandong Children’s Bacterial & Fungal Drug Resistance Surveillance and Research Collaborative Network, a total of 1 030 fungi were collected in 46 hospitals of Shandong province from January 1 to December 31, 2018. The source and type of strains were analyzed, and antifungal drug sensitivity tests were performed by using the micro-dilution method. Whonet 5.6 and SPSS 22.0 were applied to analyze the data.Results:The overall main strains were Candida albicans (38.74%, 399/1 030), Candida tropicalis (16.99%, 175/1 030) and Candida parapsilosis (16.41%, 169/1 030); the main fungi strains in child patients were C. albicans (52.50%, 63/120), C. parapsilosis (12.50%, 15/120) and C. tropicalis (9.17%, 11/120); the main fungi strains in adult patients were C. albicans (36.37%, 331/910), C. tropicalis (17.03%, 155/910) and C. parapsilosis (15.27%, 139/910). The isolation rate of main Candida strains from January to March and August to December was much higher than that of other months. The drug resistance rates of C. albicans to fluconazole and voriconazole were 7.14% and 7.43%, respectively, and the drug resistance rates to itraconazole were 50.44%. The resistance rates of C. tropicalis to fluconazole, voriconazole and itraconazole were 29.05%, 23.29% and 48.65%, respectively. The sensitivity rates of C. parapsilosi to fluconazole, voriconazole and itraconazole were 93.06%, 93.75% and 94.44%, respectively. Candida glabrata showed a dose-dependent sensitivity rate of 2.33% to fluconazole. Analysis of 244 blood fungi strains showed that non-candida albicans bacteremia accounted for 70.08%. In the pathogen spectrum covering 92.22%, fluconazole was sensitive to 64.65% of the pathogens, voriconazole was 68.88%, and amphotericin B was 88.75%. After quantification, the effective rates of fluconazole, voriconazole and amphotericin B in the clinical treatment of fungal bacteremia were 70.10%, 74.69% and 96.23%, respectively. Among them, the sensitivity rate of voriconazole to C. tropicalis was lower than that of fluconazole. Conclusions:Candida is the main clinical fungus isolates in hospitals of Shandong province. The resistance rate of C. tropicalis to azole antifungal drugs is on the rise, and the sensitivity of other Candida species to clinically used antifungal drugs is basically stable.
7.Discovery of WS-157 as a highly potent, selective and orally active EGFR inhibitor.
Pengxing HE ; Shenghui NIU ; Shuai WANG ; Xiaojing SHI ; Siqi FENG ; Linna DU ; Xuyang ZHANG ; Zhilu MA ; Bin YU ; Hongmin LIU
Acta Pharmaceutica Sinica B 2019;9(6):1193-1203
EGFR tyrosine kinase inhibitor (EGFR-TKI) has been used successfully in clinic for the treatment of solid tumors. In the present study, we reported the discovery of from our in-house diverse compound library, which was validated to be a potent and selective EGFR-TKI. showed excellent inhibitory activities against EGFR (IC = 0.81 nmol/L), EGFR (IC = 1.2 nmol/L) and EGFR (IC = 1.1 nmol/L), but was less effective or even inactive against other nine kinases. also displayed excellent antiproliferative activities against a panel of human cancer cell lines, and exhibited the ability to reduce colony formation and wound healing the same as gefitinib. We found that upon oral administration showed better anti-tumor activity in A431 bearing xenograft mouse models compared to gefitinib. In addition, showed better intestinal absorption than gefitinib and had favorable pharmacokinetic properties and microsomal metabolic stability in different species. These studies indicate that has strong antitumor activity and , and could be used for the development of anti-lung cancer agent targeting EGFR.
8.Effects of turmeric volatile oil combined with cisplatin on the proliferation and apoptosis of a human cutaneous squamous cell carcinoma cell line A431 and their mechanisms
Xuejuan ZAN ; Dongyun RONG ; Junling PAN ; Linna LYU ; Lu XIAO ; Yu CAO
Chinese Journal of Dermatology 2018;51(4):294-298
Objective To evaluate the effects of turmeric volatile oil (TVO) combined with cisplatin on the proliferation and apoptosis of a human cutaneous squamous cell carcinoma cell line A431,and to explore their mechanisms.Methods Some cultured A431 cells at exponential growth phase were divided into several groups to be treated with 5,10,20,40 and 80 mg/L TVO,as well as high-glucose Dulbecco's modified Eagle's medium (DMEM) containing 1% dimethyl sulfoxide (DMSO,control group),respectively.After 24-hour treatment,cell counting kit 8 (CCK8) assay was performed to estimate the proliferative activity of A431 cells in the above groups.Some other A431 cells were divided into 4 groups:control group treated with high-glucose DMEM containing 1% DMSO,TVO group treated with 40 mg/LTVO,cisplatin group treated with 10 mg/L cisplatin,and TVO + cisplatin group treated with 40 mg/L TVO and 10 mg/L cisplatin.After 24-hour treatment,CCK8 assay was performed to estimate the cellular proliferative activity,inverted microscopy to observe changes in cell morphology,fluorescence microscopy to detect cell apoptosis after acridine orange (AO)/ethidium bromide (EB) double-staining,colorimetry to evaluate the activity of Caspase-3 and Caspase-9,and Western blot analysis to determine the protein expression of Caspase-3 and p-glycoprotein.Results After 24-hour treatment with 5,10,20,40 and 80 mg/L TVO,the cell proliferation rates were inhibited by (12.83 ± 6.4)%,(16.27 ± 11.4)%,(21.61 ± 9.1)%,(33.11 ± 2.0)% and (46.00 ± 3.3)% respectively,and the inhibition rates were all significantly higher in these groups than in the control group (4.03% ± 1.4%,all P < 0.05).The 50% inhibitory concentration (IC50) of TVO at 24 hours was (61.66 ± 1.03) mg/L.Compared with the control group,the proliferation inhibition rates significantly increased in the TVO group,cisplatin group and TVO + cisplatin group (all P < 0.05),suggesting that the combination of TVO and cisplatin showed synergistic inhibitory effects with a combination index of 1.366.Moreover,A431 cells turned round to different extents and became apoptotic in the TVO group and cisplatin group,and the TVO + cisplatin group showed obviously decreased number of cells and a large number of cell debris.The TVO + cisplatin group also showed significantly increased activity of Caspase-3 (1.520 ± 0.115) and Caspase-9 (2.760 ± 0.297) as well as protein expression of Caspase-3 (1.482 ± 0.016) compared with the TVO group (Caspase-3 activity:1.117 ± 0.095;Caspase-9 activity:1.259 ± 0.059;Caspase-3 protein expression:1.156 ± 0.006,all P < 0.01) and cisplatin group (Caspase-3 activity:1.381 ± 0.089;Caspase-9 activity:1.829 ± 0.171;Caspase-3 protein expression:1.296 ± 0.021,all P < 0.01),but significantly decreased p-glycoprotein expression (0.528 ± 0.014) compared with the TVO group (1.311 ± 0.011,P < 0.01) and cisplatin group (1.169 ± 0.012,P < 0.01).Conclusion TVO combined with cisplatin can synergistically inhibit the proliferation of A431 cells and induce cell apoptosis,which may be associated with activation of the caspase system and decreased expression of pglycoprotein.
9. Impact on platelet recovery of recombinant human thrombopoietin in severe aplastic anemia patients with allogeneic hematopoietic stem cell transplantation
Yuan SONG ; Fang ZHOU ; Ningxia SONG ; Ximin LIU ; Zhe YU ; Linna XIE ; Xiaochen SONG ; Xin LI
Chinese Journal of Hematology 2018;39(3):207-211
Objective:
To investigate and analyze the impact on PLT recovery of recombinant human thrombopoietin (rhTPO) in severe aplastic anemia (SAA) patients with allogeneic hematopoietic stem cell transplantation (allo-HSCT).
Methods:
A retrospective analysis of Hematology Division of General Hospital of Jinan Military Command was conducted in the 85 SAA cases who treated with allo-HSCT from January 2010 to March 2017. According to the administration of medicines for platelets, 85 patients were divided into rhTPO group (
10.Effects of nurses′ perception of nursing work environment in operating room on their work-family conflict
Xiaomei WAN ; Ya'nan WANG ; Hua YU ; Linna LIU
Chinese Journal of Modern Nursing 2018;24(5):510-514
Objective To understand the status quo of the nurses′ perception of their practice environment and the conflict between work and family,and to explore the influencing factors of the conflict, so as to provide references for nursing managers to alleviate the work-family conflict of the operating room nurses. Methods From October to November in 2016,a total of 190 operating room nurses from 4 hospitals in Qingdao Shandong Province were selected by purposive sampling method and investigated with a general information questionnaire,the practice environment scale of the nursing work index (PES-NWI) and the work family conflict scale. The content of the investigation included the perception of nursing practice environment and the conflict between work and family of operating nurses. The stratified multivariate regression analysis was used to explore the factors affecting the work-family conflict. Results The total score of operating room nurses′perception of the nursing practice environment was (95.48±6.34),and the mean score was (3.08±0.44). The total score of the work-family conflict was (56.67±4.56),and the mean score was (3.15±0.48). The differences of work-family conflict score among nurses with different ages,working years,professional titles,the number of monthly night shifts,marital status and daily working time were statistically significant (P< 0.05). Additionally, the difference of work-family conflict among nurses in different levels of hospitals was statistically significant (P<0.05). The number of night shifts per month and the perception of nursing practice environment are the main factors influencing the work-family conflict. 40.0% of work-family conflicts can be predicted jointly by four dimensions of the nursing administrators′ ability and leading style,the doctor-nurse cooperation,the sufficient of human and material resources and nurses′ participating in hospital affairs in nursing practice environment. Conclusions The operating room nurses consider that the nursing practice environment of operating room is above the moderate level,and the work-family conflict is at the moderate level. The nurses′ perception of nursing practice environment is the main factor affecting the work-family conflict. Nursing managers should pay attention to the creation of optimal nursing practice environment and improve the recognition of it,so as to effectively alleviate the conflict between work and family.

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