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.Study on the Traditional Chinese Medicine Syndromes of 800 Children with Alopecia Areata Based on Factor Analysis and Cluster Analysis
Ying XIE ; Yanping WANG ; Mingyue ZHUANG ; Meijiao DU ; Yonglong XU ; Yumei YANG ; Dingquan YANG
Journal of Traditional Chinese Medicine 2024;65(4):388-394
ObjectiveTo study the traditional Chinese medicine (TCM) syndromes of children with alopecia areata, and provide evidence for TCM differentiation and treatment in clinic. MethodsA retrospective analysis was conducted on the clinical data of 800 children with alopecia areata admitted to the Hair Medicine Center of the China-Japan Friendship Hospital from January 1, 2012 to December 31, 2021. The clinical data of the children were collected using a four-examination information questionnaire, including clinical characteristics (age of consultation, age of onset, course of disease, family history, severity grading), alopecia areata-related factors (triggers), and four-examination information (including sleep, diet, emotions, bladder and bowel function, etc.). Descriptive frequency analyses, rank sum tests, factor analyses and cluster analyses were performed, and the distribution of the major TCM syndromes was summarised with the clinical data. ResultsThere were 800 children with alopecia areata, including 449 males and 351 females; 8 cases (1.00%) were in infancy, 36 cases (4.50%) were in early childhood, 180 cases (22.50%) were in preschool, 380 cases (47.50%) were in school age, and 196 cases (24.50%) were in puberty at the time of consultation; the average age of consultation was 8.31±3.86 years, the average age of onset of disease was 5.40±3.82 years, and the average duration of disease was 2.94±2.77 years; 527 children (65.87%) with severe alopecia areata; 85 children (13.56%) had a family history of alopecia areata; 772 children (96.50%) had unknown triggers for their first alopecia areata, and 28 children (3.50%) reported the presence of obvious triggers, including fright (9 cases), high fever (5 cases), allergic reactions (4 cases), micronutrient (zinc, iron, etc.) deficiencies (4 cases), inappropriate diet (2 cases), environmental factors (1 case, new house renovation), atopic dermatitis (1 case), atopic asthma (1 case), and pneumonia (1 case). A total of 40 four-examination information items were collected, among which the frequency of kicking quilts was the highest with 380 cases (47.50%), followed by picky eating (369 cases, 46.13%), sleeplessness (334 cases, 41.75%), irritability (334 cases, 41.75%), partiality towards certain foods (306 cases, 38.25%), impulsiveness (297 cases, 37.13%), dry stools (233 cases, 29.13%), yellow urine (215 cases, 26.88%), nail biting (213 cases, 26.63%), bad breath (211 cases, 26.38%). According to factor analysis and cluster analysis, five types of TCM syndromes were obtained, in order as qi and blood deficiency syndrome (110 cases, 13.75%), spleen deficiency syndrome (114 cases, 14.25%), kidney essence deficiency syndrome (140 cases, 17.50%), dietary stagnation syndrome (150 cases, 18.75%), and liver depression and spleen deficiency syndrome (286 cases, 35.75%). Patients in each age group and SALT grading are mainly liver depression and spleen deficiency syndrome. ConclusionThe TCM symptoms of children with alopecia areata are mainly based on qi and blood deficiency syndrome, spleen deficiency syndrome, kidney essence deficiency syndrome, dietary stagnation syndrome, and liver depression and spleen deficiency syndrome, of which liver depression and spleen deficiency syndrome is the most common type at different ages and stages of the disease.
3.Effect of Dahuang Xiezhuo Prescription on Renal Tubular Function in Patients with IgA Nephropathy Complicated with Hyperuricemia
Qian ZHANG ; Fengwen YANG ; Meng SHI ; Jinchang LIU ; Gang WANG ; Meifang REN ; Meijiao ZHAO ; Jingyu MAO ; Jinchuan TAN
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(12):135-141
ObjectiveTo observe the effect of Dahuang Xiezhuo prescription on the clinical symptoms, blood uric acid, and renal tubular function of patients with immunoglobulin A (IgA) nephropathy in stages 1-2 of chronic kidney disease (CKD) complicated with hyperuricemia (HUA). MethodSixty patients with IgA nephropathy in stages 1-2 of CKD complicated with HUA of spleen and kidney deficiency and combined turbidity and blood stasis syndromes were randomly divided into an observation group and a control group, with 30 cases in each group. The patients in the control group received basic treatment, i.e., losartan potassium tablets 50-100 mg/time, once per day, and sodium bicarbonate tablets 0.5 g/time, three times per day by oral administration, combined with low-salt, low-fat, and low-purine diet. The patients in the observation group received Dahuang Xiezhuo prescription on the basis of basic treatment, one dose per day, twice a day in the morning and evening with warm water. Both groups were treated for two months. The total scores of traditional Chinese medicine(TCM)syndrome, blood pressure, 24 h urinary protein (24 h UTP), blood urea nitrogen (BUN), serum creatinine (SCr) [glomerular filtration rate (eGFR) was calculated by CKD-epidemiology collaboration (CKD-EPI) formula], serum uric acid (SUA), and renal tubular function indexes [urinary α1-microglobulin (α1-MG), urinary β2-microglobulin (β2-MG), urinary kidney injury molecule-1 (KIM-1), and neutrophil gelatinase-associated lipocalin (NGAL)] of the two groups before treatment and two months after treatment were recorded. The clinical efficacy of the two groups was evaluated two months after treatment. ResultAfter 2 months of treatment,the total effective rate in the observation group was 81.48%(22/27),higher than 50.00%(14/28) in the control group(χ2 =6.661,P<0.05). The total scores of TCM syndrome, 24 h UTP, and SUA in the observation group and the observation group were lower than those before treatment (P<0.05), and compared with the control group after treatment, the observation group decreased more significantly (P<0.05). After treatment, the blood pressure in the observation group and the observation group was lower than that before treatment (P<0.05), and there was no significant difference in blood pressure between the two groups after treatment. After treatment, the levels of urinary α1-MG, β2-MG, KIM-1, and NGAL in the two groups were lower than those before treatment (P<0.05), and the observation group was lower than the control group after treatment (P<0.05). There were no significant inter-group and intra-group differences in BUN, SCr, and eGFR levels before and after treatment. There were no obvious abnormalities in blood routine, liver function, and electrolytes before and after treatment in the two groups, and no adverse reactions such as allergies occurred. ConclusionDahuang Xiezhuo prescription can effectively improve the clinical symptoms of IgA nephropathy with HUA (CKD1-2) patients with spleen and kidney deficiency and combined turbidity and blood stasis syndromes, reduce blood uric acid level, alleviate renal tubular injury, and protect the kidney. The curative effect is better than that of basic treatment.
4.A pair of transporters controls mitochondrial Zn2+ levels to maintain mitochondrial homeostasis.
Tengfei MA ; Liyuan ZHAO ; Jie ZHANG ; Ruofeng TANG ; Xin WANG ; Nan LIU ; Qian ZHANG ; Fengyang WANG ; Meijiao LI ; Qian SHAN ; Yang YANG ; Qiuyuan YIN ; Limei YANG ; Qiwen GAN ; Chonglin YANG
Protein & Cell 2022;13(3):180-202
Zn2+ is required for the activity of many mitochondrial proteins, which regulate mitochondrial dynamics, apoptosis and mitophagy. However, it is not understood how the proper mitochondrial Zn2+ level is achieved to maintain mitochondrial homeostasis. Using Caenorhabditis elegans, we reveal here that a pair of mitochondrion-localized transporters controls the mitochondrial level of Zn2+. We demonstrate that SLC-30A9/ZnT9 is a mitochondrial Zn2+ exporter. Loss of SLC-30A9 leads to mitochondrial Zn2+ accumulation, which damages mitochondria, impairs animal development and shortens the life span. We further identify SLC-25A25/SCaMC-2 as an important regulator of mitochondrial Zn2+ import. Loss of SLC-25A25 suppresses the abnormal mitochondrial Zn2+ accumulation and defective mitochondrial structure and functions caused by loss of SLC-30A9. Moreover, we reveal that the endoplasmic reticulum contains the Zn2+ pool from which mitochondrial Zn2+ is imported. These findings establish the molecular basis for controlling the correct mitochondrial Zn2+ levels for normal mitochondrial structure and functions.
Animals
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Caenorhabditis elegans/metabolism*
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Cation Transport Proteins/genetics*
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Homeostasis
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Mitochondria/metabolism*
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Zinc/metabolism*
5.Clinical research progress of Traditional Chinese Medicine treating precancerous lesions of gastric cancer with syndrome differentiation
Yang ZHANG ; Jing REN ; Yue ZHAO ; Weidong WU ; Yueyue DING ; Ting CHENG ; Meijiao SUI
International Journal of Traditional Chinese Medicine 2022;44(2):229-232
Traditional Chinese Medicine (TCM) has certain advantages in the treatment of precancerous lesions of gastric cancer (PLGC) based on the holistic concept and the thought of syndrome differentiation. Currently, it is generally divided into 6 kinds of syndromes: liver and stomach qi stagnation syndrome, liver and stomach heat stagnation syndrome, spleen and stomach weakness syndrome (including spleen and stomach qi deficiency syndrome with coldness), spleen and stomach damp heat syndrome, stomach yin deficiency syndrome and blood stasis in stomach collateral syndrome. Clinically, the doctor should treat PLGC patients according to different syndrome types by using Chinese medicine prescription, which could improve the gastric mucosal pathological state, gastroscopy and clinical symptoms, to rehibit the development of precancerous lesions, reduce the incidence rate of gastric cancer. In the future, the doctors shouldreach the consensus of treating PLGC with TCM diagnosis, and focus on the research of TCM compounds or monomers with obvious curative effect, increase the times of follow-up, and evaluate the long-term curative effect.
6.Workflow and error analyses of patient setup based on open-face mask immobilization combined with AlignRT for head tumor radiotherapy
Junyu LI ; Hao WU ; Jingxian YANG ; Shun ZHOU ; Zihong LU ; Songmao YU ; Jixiang CHEN ; Meijiao WANG ; Kaining YAO ; Yi DU
Chinese Journal of Radiological Medicine and Protection 2022;42(8):590-597
Objective:To propose a markless patient setup workflow based on the optical surface monitoring system (AlignRT) and open-face mask immobilization for whole-course head tumor radiotherapy, assess the setup time and repositioning frequency of the proposed workflow, and conduct a comparative analysis of the differences, correlation, and consistency of the setup errors of the AlignRT and cone beam CT (CBCT) systems.Methods:A retrospective analysis was conducted for the data on the errors of 132 fractionated setup based on open-face mask immobilization of 33 head tumor patients. AlignRT-guided markless patient setup workflow was applied throughout the radiotherapy. Meanwhile, the body structures automatically generated by the treatment planning system were used as body references. The 6-degree-of-freedom (6DoF) setup errors (lateral, vertical, longitudinal, rotation, pitch, roll, and yaw directions), setup time, and repositioning frequency of the AlignRT and CBCT systems were recorded and analyzed. The Wilcoxon and Spearman analyses were used to statistically assess the differences and correlation of the setup errors of the two systems. Moreover, the Bland-Altman analysis was employed to evaluate the consistency of the two systems.Results:The 6DoF setup errors of CBCT were within the clinical tolerance (linear motions: -0.30 to 0.30 cm; rotational motions: -2.0° to 2.0°). The setup time and repositioning frequency of CBCT were (98 ± 31) s and 1.51% (2/132), respectively. There was no significant difference in setup errors between the two systems except those in x-axis ( Z = -3.11, P= 0.002), y-axis ( Z = -7.40, P<0.001), and Pitch ( Z= -4.48, P<0.001). There was a significant positive correlation between the setup errors along lateral ( rs = 0.47, P<0.001) and vertical ( rs = 0.29, P = 0.001) directions, rotation (Rtn; rs = 0.47, P<0.001), pitch (Pitch; rs = 0.28, P = 0.001) and roll (Roll; rs = 0.45, P<0.001) of the two systems. The 95% limits of agreement (95% LoA) of 6DoF setup errors were -0.12 to 0.09 cm, -0.07 to 0.17 cm, -0.19 to 0.20 cm, -1.0° to 0.9 °, -1.0° to 1.5°, and -0.9° to 1.0°, respectively. The 95% confidence interval (95% CI) of 95% LoA was -0.14 to 0.11 cm, -0.09 to 0.19 cm, -0.23 to 0.23 cm, -1.2° to 1.1°, -1.2° to 1.7°, and-1.0° to 1.1°, respectively, all of which were within the permissible error ranges. The 6DoF setup error difference of 3.41% (27/792< 5%) was beyond the 95% LoA. The maximum absolute differences of 6DoF setup errors within the 95% LoA were 0.12, 0.16, 0.19 cm, 0.9°, 1.5°, and 1.0°, respectively. Conclusions:The proposed markless setup workflow based on AlignRT combined with open-face mask immobilization for whole-course head tumor radiotherapy exhibits reasonable agreement and consistency with the patient setup using CBCT, with acceptable clinical efficiency. It can be applied to the first radiotherapy and the real-time monitoring of therapy to improve the safety and thus is of value in clinical applications.
7.Application of CRISPR/Cas-based biosensors for detecting nucleic acid of pathogens.
Tao LIU ; Yachen TIAN ; Cheng LIU ; Shuiqin FANG ; Youxue WU ; Meijiao WU ; Bin LI ; Hao YANG ; Qing LIU
Chinese Journal of Biotechnology 2021;37(11):3890-3904
Clustered regularly interspaced short palindromic repeats/clustered regularly interspaced short palindromic repeats -associated protein (CRISPR/Cas) has been developed as a precise, efficient, affordable and sensitive nucleic acid detection tool due to its efficient targeted binding ability and programmability. At present, biosensors based on CRISPR-Cas system have shown excellent performance in the detection of nucleic acid of pathogens, which has attracted widespread attention, and is expected to replace the conventional detection methods. This review summarizes the latest research progress of biosensors based on CRISPR/Cas system for detecting nucleic acid of pathogens.
Biosensing Techniques
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CRISPR-Cas Systems/genetics*
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Nucleic Acids/genetics*
8.Evaluation of cost-effective ratio (imaging quality vs. radiation dose) of Varian cone beam CT based on figure of merit (FOM)
Junyu LI ; Hao WU ; Jingxian YANG ; Tingting LI ; Songmao YU ; Zihong LU ; Meijiao WANG ; Chenguang LI ; Weibo LI ; Yibao ZHANG
Chinese Journal of Radiological Medicine and Protection 2020;40(8):595-599
Objective:To analyze and compare the radiation dose and image quality of kilo-voltage cone beam CT systems on different Varian accelerator platforms, providing data to support clinical decisions on selecting optimal protocols for image-guided radiotherapy based on cost-effective ratio (image quality / radiation dose).Methods:The radiation dose and image quality of various CBCT systems and scanning protocols on Varian Edge, Truebeam and ix (new and old) LINACs were obtained using a CT dose index (CTDI) phantom combined with a CT ionization chamber and a Catphan604 phantom, respectively. Figure of merit (FOM) was used to evaluate the cost-effective ratio of the image guidance schemes.Results:Considerable inter-system varieties of FOMs were observed, varying from 0.65 (Image Gently-full trajectory) to 48.46 (Image Gently-half trajectory). The inter-protocol varieties were also large, where the mean±SD was 22.14±13.47.Conclusions:Considering the explicit inter-system and inter-protocol varieties, it is clinically favorable to evaluate the image guidance schemes based on machine-specific measurement. For instance, parameters and equipment with low CTDI w can be beneficial for dose-sensitive patients. High CNR regimen favors patients with high image quality requirements. For ordinary patients, cost-effective ratio in terms of FOM can be very helpful to guide the decision-making of clinical image-guided radiotherapy.
9. Cost-effective analysis of seasonal influenza vaccine in elderly Chinese population
Chen CHEN ; Guoen LIU ; Meijiao WANG ; Tianfu GAO ; Huiping JIA ; Han YANG ; Luzhao FENG
Chinese Journal of Preventive Medicine 2019;53(10):993-999
Objective:
To evaluate the cost-effectiveness of seasonal influenza vaccination, compared to no vaccination, for the elderly aged ≥60 years old in China.
Methods:
A static life-time Markov model is conducted to simulate the Chinese elderly population aged ≥60 years old. Taking the health care system perspective, one-year analytic cycle length is used for each influenza season. The model was assumed to be repeated until the individual reaches 100 years old. Three interventions were evaluated, including no vaccination, annual trivalent influenza vaccination, and annual quadrivalent influenza vaccination. Using the threshold of 3 times GDP per capita per Quality-adjusted life year (QALY) (193 932/QALY), the incremental cost-effectiveness ratio (ICER) was calculated to compare the cost-effectiveness of every two interventions.Model inputs like data for costs and utilities were from studies on Chinese population if they were available. QALY was used to measure health utility. One-way sensitivity analysis and probabilistic sensitivity analysis were adopted to quantify the level of confidence of the model output.
Results:
The total influenza associated costs of no vaccination would be 603 CNY per person, while the total costs of annual trivalent vaccination would be 1 027 CNY. Using trivalent vaccine would result in 0.007 QALY gained per person compared to no vaccination, with an increased cost of 424 CNY per person. The ICER of trivalent vaccination over no vaccination for all the elderly population in China would be 64 026 CNY per QALY gained, which was less than the threshold of 3 times GDP per capita. The total costs of annual quadrivalent vaccination would be 1 988 CNY. Using quadrivalent vaccine would result in 0.008 additional QALY gained per person compared to no vaccination, with an increased cost of 1 385 CNY per person. The ICER of quadrivalent vaccination over no vaccination would be 174 081 CNY per QALY gained, which was less than the threshold of 3 times GDP per capita.
Conclusion
Vaccinating elderly population would improve health utilities at higher health care costs for the elderly. Using the threshold of 3 times GDP per capita per QALY (193 932/QALY), both trivalent and quadrivalent vaccination would be cost-effective compared to no vaccination in elderly Chinese population.
10.Cost?effective analysis of seasonal influenza vaccine in elderly Chinese population
Chen CHEN ; Guoen LIU ; Meijiao WANG ; Tianfu GAO ; Huiping JIA ; Han YANG ; Luzhao FENG
Chinese Journal of Preventive Medicine 2019;53(10):993-999
Objective To evaluate the cost?effectiveness of seasonal influenza vaccination, compared to no vaccination, for the elderly aged ≥60 years old in China. Methods A static life?time Markov model is conducted to simulate the Chinese elderly population aged≥60 years old. Taking the health care system perspective, one?year analytic cycle length is used for each influenza season. The model was assumed to be repeated until the individual reaches 100 years old. Three interventions were evaluated, including no vaccination, annual trivalent influenza vaccination, and annual quadrivalent influenza vaccination. Using the threshold of 3 times GDP per capita per Quality?adjusted life year (QALY) (193 932/QALY), the incremental cost?effectiveness ratio (ICER) was calculated to compare the cost?effectiveness of every two interventions.Model inputs like data for costs and utilities were from studies on Chinese population if they were available. QALY was used to measure health utility. One?way sensitivity analysis and probabilistic sensitivity analysis were adopted to quantify the level of confidence of the model output. Results The total influenza associated costs of no vaccination would be 603 CNY per person, while the total costs of annual trivalent vaccination would be 1 027 CNY. Using trivalent vaccine would result in 0.007 QALY gained per person compared to no vaccination, with an increased cost of 424 CNY per person. The ICER of trivalent vaccination over no vaccination for all the elderly population in China would be 64 026 CNY per QALY gained, which was less than the threshold of 3 times GDP per capita. The total costs of annual quadrivalent vaccination would be 1 988 CNY. Using quadrivalent vaccine would result in 0.008 additional QALY gained per person compared to no vaccination, with an increased cost of 1 385 CNY per person. The ICER of quadrivalent vaccination over no vaccination would be 174 081 CNY per QALY gained, which was less than the threshold of 3 times GDP per capita. Conclusion Vaccinating elderly population would improve health utilities at higher health care costs for the elderly. Using the threshold of 3 times GDP per capita per QALY (193 932/QALY), both trivalent and quadrivalent vaccination would be cost?effective compared to no vaccination in elderly Chinese population.

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