1.Sensitivity factor analysis of asymmetric gait quality evaluation model based on random forest algorithm
Meijiao JIANG ; Junxia ZHANG ; Yangyang SHAO ; Fangfang LU ; Guofu YIN ; Fang YANG
Chinese Journal of Tissue Engineering Research 2024;28(36):5805-5810
BACKGROUND:The assessment of asymmetric gait quality plays a pivotal role in guiding rehabilitation training;however,the link between gait quality and kinematic-kinetic gait parameters remains ambiguous. OBJECTIVE:To formulate a machine-learning model for evaluating gait quality based on gait parameters,identify factors sensitive to gait quality from asymmetric gait parameters,investigate the relationship between gait indicators and gait quality,and provide guidance for asymmetric gait training and rehabilitation. METHODS:An asymmetric gait database was established through the creation of asymmetric conditions.Kinematic and kinetic data were collected from 8 young and 8 elderly subjects(all male,right dominant population)during gait tests.Gait quality for each test data set was assessed using symmetry indices,resulting in the creation of a gait parameter-gait quality dataset.Utilizing the Random Forest algorithm,a gait quality evaluation model was developed and key quality parameter factors were identified through differential analysis.This model was iteratively refined.The model's performance was evaluated through 10-fold cross-validation,and its effectiveness was verified using the cross-validation dataset. RESULTS AND CONCLUSION:(1)A gradient test was designed to categorize gait quality into optimal,suboptimal,intermediate,and poor groups,with 759,329,133,and 125 instances,respectively.(2)The application of the Random Forest algorithm in gait quality assessment was explored.A relationship model was established between gait indicators and gait quality,yielding a predictive model accuracy of 95.99%.(3)The 13 main parameters significantly influencing asymmetric gait quality were identified through the Random Forest model's feature importance ranking.(4)An analysis of gait quality sensitivity factors using the 13 important parameters led to the identification of five key sensitivity indexes.The Random Forest model utilizing these sensitivity factors achieved a predictive accuracy of 94.20%.
2.A comparative evaluation of the role of musculoskeletal ultrasound in diagnosing symptomatic joint lesions in patients with rheumatoid arthritis and gouty arthritis
Peiyao WANG ; Shengqian XU ; Danqing HE ; Yang CEN ; Yangyang QIN ; Jun LI ; Liping SHAO ; Meng HUANG
Acta Universitatis Medicinalis Anhui 2024;59(5):880-884
Objective To compare the ultrasound signs of symptomatic joint lesions in rheumatoid arthritis (RA) and gouty arthritis (GA), musculoskeletal ultrasound (MSUS) was utilized.Methods A retrospective analysis was performed for 85 hospitalized patients with RA and 55 hospitalized patients with GA in the same period, and the differences in general data, diseased joints and ultrasound signs between the two groups were compared.Re-sults The gender, age and diseased joints of the two groups were statistically significant (all P<0.05).The de-tection rate of knee joint lesions was the highest;the RA group had high sensitivity, high specificity of meniscal in-jury, and high diagnostic efficiency of bone erosion, while the diagnostic performance of the three combined ultra-sound signs of punctate strong echo, double track sign and tophi in the GA group was higher than that of any indi-vidual diagnosis, and the sensitivity and specificity were also higher.The course of disease in the RA group was positively correlated with bone erosion (P<0.05) , and the course in the GA group was positively correlated with tophi (P<0.05).Conclusion The ultrasound signs of RA and GA are different, and MSUS has good value in the diagnosis and differential diagnosis of the two.
3.Recent advance in role of resolvin D1 in inflammatory injury of major neurological diseases
Xiaoyu LYU ; Ziyou ZHANG ; Zhuang LI ; Dandan LI ; Mingrui LIU ; Yangyang ZHONG ; Yusong HE ; Yannan SHAO ; Yan YU ; Bensi ZHANG
Chinese Journal of Neuromedicine 2024;23(11):1172-1178
Neurodegenerative diseases are often associated with inflammatory mechanisms, where persistent or excessive inflammatory responses can lead to neuronal damage and subsequent pathological changes. In acute neurological conditions such as stroke or traumatic brain injury, inflammation is a key factor that triggers acute neuronal injury and long-term sequelae. In chronic neurodegenerative diseases, including Alzheimer's disease, cognitive dysfunction, Parkinson's disease, and multiple sclerosis, the chronic activation of inflammation is closely related to gradual degeneration of neurons. Resolvin D1 (RvD1), an endogenous pro-resolving mediator, plays a crucial role in controlling the intensity and duration of inflammation by inhibiting excessive activation of immune cells, modulating the release of pro-inflammatory cytokines, and maintaining the integrity of the blood-brain barrier. This review focuses on the mechanisms of RvD1 in mediating inflammatory damage in major neurological diseases, aiming to provide theoretical support for a deeper understanding of disease mechanism, optimized therapeutic strategies, and enhanced outcome.
4.Application of retroauricular sulcus incision in the operation of benign tumors in the deep lobe of parotid gland
Qingyong CHEN ; Dezhong SUN ; Dongqing WANG ; Hui ZHAO ; Qiang SHAO ; Yangyang YANG ; Huaiqing LYU
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2023;58(12):1238-1242
Objective:To investigate the application of retroauricular groove incision in the resection of benign tumors in the deep lobe of parotid.Methods:From January 2017 to January 2022, 19 patients (11 males and 8 females, age ranged from 17 to 69 years, with a median age of 48) with benign tumor in the deep lobe of parotid gland underwent parotidectomy through retroauricular sulcus incision in Linyi People′s Hospital. Among them, 17 cases with tumor diameter≤4.0 cm underwent simple retroauricular groove incision, and 2 cases were dumbbell type with tumor diameter>4.0 cm on the medial side of mandible protruding into the parapharyngeal space, in which the deep lobe and tumor of parotid gland were resected through retroauricular sulcus incision combined with intraoral incision.Results:Tumors were completely removed through retroauricular sulcus incision in 17 cases, and dumbbell type tumors were removed through retroauricular sulcus incision combined with intraoral incision in 2 cases. Postoperative pathological examinations showed pleomorphic adenoma in 13 cases, basal cell adenoma in 4 cases and Warthin′s tumor in 2 cases. Temporary mandibular marginal branch paralysis occurred in 2 patients and returned to normal 3 weeks after operation. All incisions healed in Phase I. By following-up of 1-5 years with a median follow-up time of 3.1 years, none of the patients had Frey syndrome, salivary fistula, other complications and tumor recurrence. The patients and their families were satisfied with the postoperative facial appearances.Conclusion:The retroauricular groove approach can not only preserve the function of parotid superficial lobe and facial nerve, but also has less trauma, less tissue defect and hidden scar. As the advantages of less complication, low recurrence rate and good cosmetic effect, the incision is worthy of clinical application.
5.Spatial transcriptome analysis of long non-coding RNAs reveals tissue specificity and functional roles in cancer.
Kang XU ; Xiyun JIN ; Ya LUO ; Haozhe ZOU ; Dezhong LV ; Liping WANG ; Limei FU ; Yangyang CAI ; Tingting SHAO ; Yongsheng LI ; Juan XU
Journal of Zhejiang University. Science. B 2023;24(1):15-31
Long non-coding RNAs (lncRNAs) play a significant role in maintaining tissue morphology and functions, and their precise regulatory effectiveness is closely related to expression patterns. However, the spatial expression patterns of lncRNAs in humans are poorly characterized. Here, we constructed five comprehensive transcriptomic atlases of human lncRNAs covering thousands of major tissue samples in normal and disease states. The lncRNA transcriptomes exhibited high consistency within the same tissues across resources, and even higher complexity in specialized tissues. Tissue-elevated (TE) lncRNAs were identified in each resource and robust TE lncRNAs were refined by integrative analysis. We detected 1 to 4684 robust TE lncRNAs across tissues; the highest number was in testis tissue, followed by brain tissue. Functional analyses of TE lncRNAs indicated important roles in corresponding tissue-related pathways. Moreover, we found that the expression features of robust TE lncRNAs made them be effective biomarkers to distinguish tissues; TE lncRNAs also tended to be associated with cancer, and exhibited differential expression or were correlated with patient survival. In summary, spatial classification of lncRNAs is the starting point for elucidating the function of lncRNAs in both maintenance of tissue morphology and progress of tissue-constricted diseases.
Humans
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Gene Expression Profiling
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Neoplasms/genetics*
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Organ Specificity
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RNA, Long Noncoding/genetics*
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Transcriptome
6.The impact of carbon nanoparticle tracer on the harvested number of lymph nodes in obese gastric cancer patients undergoing radical resection
Junli ZHANG ; Guoyi SHAO ; Yangyang HUANG ; Sen LI ; Yanghui CAO ; Chenyu LIU ; Pengfei MA ; Changzheng LI ; Xijie ZHANG ; Zhenyu LI ; Yuzhou ZHAO
Chinese Journal of General Surgery 2022;37(12):907-910
Object:To investigate the impact of carbon nanoparticle tracing on the number of lymph nodes harvested in obese patients during radical gastrectomy for gastric cancer.Methods:Clinical data of 127 patients undergoing D 2 radical gastrectomy in the Affiliated Tumor Hospital of Zhengzhou University from Jan 2015 to Dec 2019 were retrospectively analyzed. According to whether the patients were injected with carbon nano particles during operation, they were divided into two groups: 64 patients without carbon nano particles during operation served as control group; 63 patients with carbon nano particles were included into experimental group. Results:The operation time of the control group was (160±31) min and that of the experimental group was (168±28) min ( t=-1.521, P=0.445). Intraoperative blood lose in the control group was (234±82) ml and that in the experimental group was (238±84) ml ( t=-0.295, P=0.846). The number of lymph nodes harvested in the first station, in the second station, the number of total lymph nodes and the number of lymph nodes with diameter <5 mm in the control group were less than those in the experimental group(10.4±3.8 vs. 24.5±10.6, t=-10.054),(6.6±2.8 vs. 16.8±7.3, t=-10.381),(17.1±6.4 vs. 41.2±17.6, t=-10.293),(3.9±2.5 vs. 21.2±9.1, t=-14.662) (all P<0.05), while the number of positive lymph nodes was not statistically different between the two groups all (5.9±6.2 vs. 4.2±3.4, t=-1.963, P>0.05). Black staining of lymph nodes in nano carbon group: 1 542 black stained lymph nodes were detected in the experimental group, the black staining rate of lymph nodes was 59.44% (1 542/2 594). Conclusion:Intraoperative application of carbon nanoparticles can significantly increase the number of harvested lymph nodes in obese (BMI≥25 kg/m 2) gastric cancer patients after radical resection.
7.Construction and clinical practice of enteral nutrition nursing quality control system for critically ill patients
Yangyang LI ; Xiaoping SHAO ; Jufei DING ; Zhuojuan JIANG ; Hehua YU ; Dongmei ZHANG
Chinese Journal of Practical Nursing 2020;36(14):1052-1057
Objective:To establish a quality control system of enteral nutrition nursing for critically ill patients, and to apply this system in clinical practice and evaluate its effect.Methods:Delphi method was used to construct the quality control system. By training nurses in this system, through the training of the system for nurses and clinical quality control, enteral nutrition complications of patients before and after the training and nurses' knowledge of enteral nutrition were compared.Results:after the system applied in the nursing clinic, the incidence of enteral nutrition gastrointestinal complications, infectious complications, metabolic complications and mechanical complications in patients with critical illness decreased from 11.3% (18/160), 1.9% (3/160), 5.6% (9/160), 6.9% (11/160) to 3.9% (6/152), 0.7% (1/152), 1.3% (2/152), 1.9% (3/152) respectively, with statistically significant differences ( χ 2 values were 6.35-91.33, P <0.01). ICU nurses' awareness of enteral nutrition theory was significantly improved, and the questionnaire score increased from (70.22±8.78) points to (95.25±4.18) points, with statistically significant difference ( t value was 18.792, P<0.01). Conclusion:The enteral nutrition nursing quality control system developed in this study can effectively guide nursing staff to implement enteral nutrition during nursing behavior, reduce the occurrence of enteral nutrition complications in patients with critical illness, to ensure the safety of patients, and is worthy of clinical promotion and application.
8.Immunomodulatory drugs in type 1 diabetes mellitus: current status and future prospects
Yangyang LI ; Wei SHAO ; Yu LIU
Journal of Chinese Physician 2019;21(1):11-15
The pathophysiological nature of type 1 diabetes mellitus (T1DM) as an autoimmune disease provides the basis for immunotherapy.As an important therapeutic approach,immunomodulatory drugs are promising in the protection of pancreatic β-cells by effecting at various stages of autoimmune progression.In this review,we summarize the recent advances of immunomodulatory drugs in the prevention and treatment of T1DM and propose future directions.
9.Predictive value of continuous monitoring end-tidal carbon dioxide partial pressure on in-hospital resuscitation outcome: secondary analysis of the data from a multicenter observational study
Feng SUN ; Chen LI ; Yangyang FU ; Dingyu TAN ; Shihuan SHAO ; Jun XU ; Huadong ZHU ; Xuezhong YU
Chinese Critical Care Medicine 2018;30(1):29-33
Objective To approach the predictive value of continuous monitoring end-tidal carbon dioxide partial pressure (PETCO2) on the outcome of in-hospital cardiopulmonary resuscitation (CPR), and explored the indicators of termination of resuscitation. Methods A secondary analysis of a multicenter observational study data was conducted. The screening aim was adult non-traumatic in-hospital CPR patients whose PETCO2were recorded within 30 minutes of CPR. Clinical information was reviewed. The mean PETCO2in restoration of spontaneous circulation (ROSC) and non-ROSC patients was recorded. The outcome of CPR was continuously assessed by PETCO2≤ 10 mmHg (1 mmHg = 0.133 kPa) for 1, 3, 5, 8, 10 minutes. Receiver operating characteristic (ROC) curve was plotted, and the predictive value of PETCO2≤ 10 mmHg for different duration on the outcome of CPR was evaluated. Results A total of 467 recovery patients, including 419 patients with complete recovery were screened. Patients who were out-of-hospital resuscitation, non-adults, traumatic injury, had no PETCO2value, PETCO2value failed to explained the clinical conditions, or patients had not monitored PETCO2within 30 minutes of resuscitation were excluded, and finally 120 adult patients with non-traumatic in-hospital resuscitation were enrolled in the analysis. The mean PETCO2in 50 patients with ROSC was significantly higher than that of 70 non-ROSC patients [mmHg: 17 (11, 27) vs. 9 (6, 16), P < 0.01]. ROC curve analysis showed that the area under ROC curve (AUC) of PETCO2during the resuscitation for predicting recovery outcome was 0.712 [95% confidence interval (95%CI) = 0.689-0.735]; when the cut-off was 10.5 mmHg, the sensitivity was 57.8%, and the specificity was 78.0%, the positive predictive value (PPV) was 84.6%, and negative predictive value (NPV) was 46.9%. The duration of PETCO2≤ 10 mmHg was used for further analysis, which showed that with PETCO2≤10 mmHg in duration, the prediction of the sensitivity of the patients failed to recover decreased from 58.2% to 28.2%, but specificity increased from 39.4% to 100%; PPV increased from 40% to 100%, and NPV decreased from 57.5% to 34.2%. Conclusion For adult non-traumatic in-hospital CPR patients, continuous 10 minutes PETCO2≤10 mmHg may be an indicate of termination of CPR.
10.Questionnaire on Awareness and Consumption Situation of Health Care Products in Hospitalized Patients
Yangyang WANG ; Shao LIU ; Tao YIN
China Pharmacist 2017;20(9):1658-1661
Objective:To investigate the consumption situation and cognition of health care products in hospitalized patients, ana-lyze the problems in purchasing and use of health care products to provide evidence for the correct selection and rational use of health care products. Methods:The investigation and analysis was conducted with an anonymous questionnaire on awareness and consumption situation of health care products in hospitalized patients. Results:The survey received 129 valid questionnaires, and more than 1/3 re-spondents did not know the differences between health care products and medicines, and 27. 91% of them treated diseases with health care products, 57. 36% of them purchased health care products per month, and 96. 12% of them thought the efficacy of health care products were inconsistent with the advertising efficacy. Conclusion:Patients cannot distinguish health care products from medicines, and lack of trust in the health care products market. Corresponding measures should be performed to help patients purchase and use of health care products and safeguard their legitimate rights and interests.


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