1.Automatic surgical classification of knee X-ray images using machine deep learning
Qianli MA ; Ming ZHENG ; Qiang CHEN ; Yuyun ZHENG ; Jiongjiong GUO ; Yumin CHEN ; Yi ZHAO
Chinese Journal of Orthopaedic Trauma 2024;26(10):834-841
Objective:To evaluate the performance of our self-developed deep learning (DL) model which was designed to automatically classify the knee X-ray images into one non-surgical category and 4 surgical categories, including non-surgical knees (NSK), high tibial osteotomy (HTO), total knee arthroplasty (TKA), unicompartmental knee arthroplasty (UKA), and tibial plateau fracture fixation with an internal fixation plate (TPFF).Methods:The knee X-ray images were collected of the patients who had undergone knee joint surgery at Department of Orthopaedics, Fuzhou Second General Hospital from January 2017 to December 2022. On the Baidu EasyDL AI platform, a multi-class object recognition DL model was built using the You Only Look Once (YOLO) algorithm. The model was trained on a dataset of 1,281 knee anteroposterior X-ray images (including NSK, HTO, TKA, UKA, and TPFF) to generate a DL model which was able to automatically recognize and classify the knee X-ray images. The reliability of the model classification performance was evaluated by analyzing the 5 indicators [accuracy, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV)] using a test set of 450 knee anteroposterior X-ray images with the above 5 categories. The receiver operating characteristic curve was plotted and the area under the curve (AUC) was calculated to further quantify the classification performance of the model.Results:In the test set, on the whole, the model achieved an accuracy of 97.0%, a sensitivity of 92.4%, a specificity of 98.1%, a PPV of 92.4%, and a NPV of 98.1%, an AUC of 0.947, indicating a high reliability in classifying various categories. The model showed a best performance for TKA, with the 5 indicators being 99.1%, 99.0%, 99.1%, 97.1% and 99.7%. The model showed a slightly lower sensitivity for TPFF and HTO (87.0% and 86.0%, respectively).Conclusion:A successful DL model has been developed which can automatically classify the knee X-ray images into non-surgical and surgical categories due to its satisfactory performance, particularly in accuracy and AUC.
2.Analysis of the prevalence and risk factors of frailty among older persons in a Beijing community
Yue WU ; Yiwei ZHAO ; Zhibin WANG ; Yiwen XING ; Xue GAO ; Yu WANG ; Lina MA ; Yi TANG ; Yansu GUO ; Yumin WANG
Chinese Journal of Health Management 2024;18(8):571-575
Objective:To investigate the prevalence of frailty among elders aged ≥60 years in the Beijing community and analyze the risk factors of frailty.Methods:This is a cross-sectional study. A total of 1936 older persons in Baizhifang Community in Beijing were included between May and September 2023. Their frailty was evaluated by Fried Frailty Phenotype Scale. Mini Nutritional Assessment-Short Form (MNA-SF), Short Physical Performance Battery (SPPB), and Geriatric Depression Scale (GDS) were used to evaluate nutritional status, physical function, and depression, respectively. The prevalence and risk factors of frailty among the elderly in the community were analyzed.Results:A total of 168 individuals met the criteria for frailty, and the prevalence of frailty was 8.7%. Compared to the non-frail group, the frail group was predominantly female (71.4% vs 62.2%; χ 2=5.59, P=0.018), older [(72.1±6.6) vs (69.9±6.0) ages; t=-5.25, P<0.001], unmarried (1.8% vs 0.8%; χ 2=8.60, P=0.014), with lower education levels (10.7% vs 3.5%; χ 2=23.38, P<0.001), poorer self-assessed health (22.6% vs 6.5%; χ 2=69.80, P<0.001), lower MNA-SF scores [(12.2±2.2) vs (13.0±1.4) scores; t=6.29, P<0.001], lower SPPB scores [(8.4±1.9) vs (10.2±1.6) scores; t=14.62, P<0.001], higher GDS scores [(4.0±3.8) vs (1.9±2.1) scores; t=-11.48, P<0.001], and worse vision, hearing, and olfactory functions (48.2% vs 34.1%, 36.9% vs 23.0%, 9.5% vs 3.0%; χ 2=13.37, 16.11, 40.58, all P<0.001). They were also more likely to suffer from hypertension (70.8% vs 56.7%; χ 2=12.52, P<0.001), diabetes (42.3% vs 29.4%; χ 2=12.06, P<0.001), osteoarthritis (46.4% vs 30.3%; χ 2=18.39, P<0.001) and stroke (19.0% vs 13.3%; χ 2=4.28, P=0.039). Logistic regression analysis showed that frailty was independently associated with nutritional status ( OR=0.8, 95% CI: 0.7-0.9, P<0.001), depressive symptoms ( OR=1.1, 95% CI: 1.1-1.2, P<0.001), olfactory function ( OR=2.1, 95% CI: 1.4-3.0, P<0.001; OR=2.9, 95% CI: 1.4-5.9, P=0.003), and physical function ( OR=0.6, 95% CI: 0.6-0.7, P<0.001) after adjusting for covariates. Conclusions:The prevalence of frailty among elderly people in community is relatively high. Frailty in community elders is associated with physical function, psychological function, nutritional status, and olfactory function decline.
3.Mobility limitation condition and its relationship with cognitive function in community-dwelling older adults
Yiwen XING ; Yiwei ZHAO ; Zhibin WANG ; Yue WU ; Xue GAO ; Yu WANG ; Xi CHU ; Yansu GUO ; Yi TANG ; Yumin WANG ; Lina MA
Chinese Journal of Health Management 2024;18(9):662-667
Objective:To analyze mobility limitation condition and its relationship with cognitive function in community-dwelling elderly.Methods:In this cross-sectional study, a total of 1 935 older adults aged≥60 years were recruited from May to September 2023 in Beijing Baizhifang Community Health Service Center and its five subordinate health service stations (Baizhifang Hutong health service station, Nancaiyuan community health service station, Youanmen community health service station, Younei West Street health service station and Shuanghuaili community health service station). The Short Physical Performance Battery (SPPB) was used to assess the mobility capacity of the elderly, and the elderly were divided into two groups with SPPB, the elderly with a SPPB≤9 points were grouped into mobility limitation group (645 cases), and the ones with a SPPB≥10 points were considered with normal mobility capacity (1 290 cases). The cognitive function of the older adults was assessed with the mini-mental state examination; and the gender, age, calf circumference, history of chronic disease, frailty status, cognitive function, nutritional status, depression status, hearing and vision condition of the two groups were compared with χ2 test or Mann-Whitney U non-parametric test. Multiple logistic regression analysis was used to analyze the mobility limitation and its relationship with cognitive function in the older adults. Results:Mobility limitation was found in 33.33% (645/1 935) of community-dwelling older adults. The proportions of advanced age, female, hypertension, diabetes, coronary heart disease, stroke, chronic obstructive pulmonary disease, frailty, depression, cognitive impairment, hearing decline, and vision decline in the mobility limitation group were all significantly higher than those in the normal mobility capacity group (31.32% vs 13.41%, 69.92% vs 59.61%, 65.27% vs 54.03%, 33.80% vs 28.60%, 27.91% vs 19.53%, 17.83% vs 11.47%, 10.54% vs 7.36%, 13.18% vs 2.02%, 18.45% vs 6.59%, 14.73% vs 7.75%, 30.54% vs 20.31%, 45.58% vs 30.39%) (all P<0.05). Advanced age ( OR=2.542, 95% CI: 1.977-3.269), female ( OR=1.736, 95% CI: 1.390-2.167), stroke ( OR=1.426, 95% CI: 1.065-1.911), depression ( OR=2.292, 95% CI: 1.656-3.174), cognitive impairment ( OR=1.601, 95% CI: 1.154-2.220), frailty ( OR=5.199, 95% CI: 3.219-8.397) and vision decline ( OR=1.405, 95% CI: 1.124-1.756) were all positively correlated with the mobility limitation in the community-dwelling older adults (all P<0.05). Conclusion:The older adults in the community have a higher risk of mobility limitation, mobility limitation is a positive correlation factor of cognitive impairment.
4.Risk factors of poor prognosis in patients with bloodstream infection caused by extended-spectrum β-lactamase producing enterobacters
Yunpeng WANG ; Jijing ZHAO ; Weixing ZHANG ; Shu CHEN ; Fen WU ; Yumin FU ; Lizhen ZOU ; Zhihao ZOU ; Jialin ZHANG
China Modern Doctor 2024;62(32):43-46
Objective To analyze the risk factors of poor prognosis in patients with extended-spectrum β-lactamase producing enterobacterales(ESBL-E)bloodstream infection,and establish a nomogram prediction model to provide help for clinical diagnosis and treatment.Methods A total of 235 patients with ESBL-E bloodstream infection were collected from the First People's Hospital of Jiande City.According to their prognosis,the patients were divided into survival group(n=211)and death group(n=224).The clinical data of the patients were collected,and the independent risk factors of poor prognosis were screened by multivariate Logistic regression analysis.The nomogram was established and verified.Results The mortality of ESBL-E bloodstream infection patients with shock,respiratory failure,diabetes and leukemia,ICU admission,hypoproteinemia,increased or decreased white blood cells,and thrombocytopenia was higher(P<0.05).Multivariate Logistic regression analysis showed that combined shock,respiratory failure and leukemia were independent risk factors for death from ESBL-E bloodstream infection.Conclusion The nomogram prediction model of adverse prognostic risk factors in patients with ESBL-E bloodstream infection can provide help for clinicians to judge the poor prognosis in the early stage,and it is of reference significance to take early intervention measures to reduce the mortality of patients.
5.Gastrodin improves renal hypertension in rats possibly by inhibiting autophagy signals
Lifang SI ; Tianzhi ZHAO ; Yumin SONG ; Mengyun LI ; Xiang LI ; Feiyao WANG
Chinese Journal of Pharmacology and Toxicology 2024;38(5):369-374
OBJECTIVE To explore the mechanism by which gastrodin improves renal hyperten-sion in rats.METHODS A rat model of renal hypertension was established by ligating the renal artery.seventy-five rats were randomly divided into 5 groups(n=15):control group(sham operation group),model group,model+ramipril 1 mg·kg-1,model+gastrodin 100 and 200 mg·kg-1.The systolic blood pressure of the tail artery after modeling>18.12 kPa was regarded as the success of modeling.After the model was established,rats in the model+ramipril group were ig given ramipril 1 mg·kg-1 while the model+gastrodin group was ig given gastrodin 100 and 200 mg·kg-1 respectively for 4 weeks.Colori-metric assay kit was used to detect the serum superoxide dismutase(SOD)activity and malondialde-hyde(MDA)content in rats.ELISA was used to detect serum angiotensin-2(Ang-2)and aldosterone(ALD)contents,as well as serum and thoracic aortic tissue interleukin-1β(IL-1β),IL-6 and tumor necrosis factor α(TNF-α)content.HE staining was performed to detect pathological changes in thoracic aorta tissue of rats.The expressions of autophagy protein miceotubule associated protein light chain 3(LC3)-Ⅱand LC3-Ⅰwere detected by Western blotting.RESULTS The systolic pressure of the tail artery of rats after modeling exceeded 18.12 kPa,indicating that the modeling was successful.Compared with the control group,the contens of Ang-2(P<0.01)and ALD(P<0.01)in the model group were significantly increased,the activity of SOD(P<0.01)in serum and thoracic aorta tissue was significantly decreased,the content of MDA(P<0.01)was significantly increased,the contents of IL-1β,IL-6 and TNF-α in serum and thoracic aorta tissue were significantly decreased(P<0.01)and the ratio of LC-32/LC-31 in thoracic aorta tissue was significantly increased(P<0.01).Compared with the model group,gastrodin significantly increased the systolic pressure of the tail artery(P<0.01),the contents of Ang-2(P<0.01)and ALD(P<0.01)and the activity of SOD(P<0.01)in serum,as well as decreased the contents of MDA,IL-1β,IL-6 and TNF-α(P<0.01)in serum and thoracic aorta tissue.Meanwhile,gastrodin signifi-cantly decreased the ratio of LC3-Ⅱ/LC3-Ⅰ in rat thoracic aorta(P<0.01).CONCLUSION Gastrodin can improve the blood pressure of renal hypertensive rats,and the mechanism is possibly related to the reduction of autophagy protein LC3-Ⅱ/LC3-Ⅰratio.
6.Explanation of Diagnosis for occupational radiation thyroid disease
Wei GUO ; Fengling ZHAO ; Quanfu SUN ; Yumin LYU
Chinese Journal of Radiological Medicine and Protection 2023;43(12):1022-1026
In order to accurately master and understand the national occupational health standard Diagnosis for Occupational Radiation Thyroid Disease(GBZ 101-2020), the significance of the publication of this standard, the relevant background, the basic principles of the revision, the main basis for technical content revision, and the application of the standard are described. To provide guidance for t the physcians for occupational disease diagnosiss to understand the diagnostic principles, make correct diagnosis and avoid confusion in using the standard, so as to better protect the occupational health rights of radiation workers.
7.Comparison of internal fixation and total hip replacement in elderly patients with femoral neck fractures
Likun ZHAO ; Shuangshuang CUI ; Jianxiong MA ; Qiang DONG ; Yumin WANG ; Xinlong MA
Chinese Journal of Geriatrics 2023;42(11):1320-1325
Objective:To compare the clinical results and costs of treatment between internal fixation and total hip replacement in patients aged 60 to 75 years with femoral neck fractures, in order to provide a reference basis for choosing the appropriate surgical procedure for patients in this age group.Methods:According to the inclusion and exclusion criteria, we selected 69 patients treated with internal fixation and 88 patients treated with total hip replacement for femoral neck fractures, and collected relevant data to analyze the differences in clinical characteristics and prognosis between the two groups.Results:The total hip replacement group was older than the internal fixation group[68(64, 72) vs.63(61, 68), Z=-4.536, P<0.001]. There were 20 men(29.0%)and 49 women(71.0%)in the internal fixation group, and 13 men(14.8%)and 75 women(85.2%)in the total hip replacement group.Both groups had more women than men( χ2=4.706, P=0.030). The ratio of the displaced type to the non-displaced type was higher in the total hip replacement group than in the internal fixation group(90.9% vs.46.4%, χ2=37.510, P<0.001). Postoperative serum albumin levels were lower than preoperative levels in both groups, with greater decreases in the total hip replacement group than in the internal fixation group[(9.06±3.45)g/L vs.(7.07±3.37)g/L, t=-3.393, P=0.001]. The total hip replacement group had a higher intraoperative bleeding volume and blood transfusion volume than the internal fixation group( P<0.05), and the days of hospitalization[12(9, 14)d]and hospitalization costs[¥89222.1(84826.8, 93040.0)]were higher than those in the internal fixation group[9(8, 10)d; ¥51158.9(47816.5, 54098.4), Z=-5.138, -10.737, P<0.001 for both]. Weight-bearing after total hip replacement occurred earlier than the internal fixation group[32.0(28.0, 36.5)d vs.92.0(89.3, 95.5)d, Z=-10.228, P<0.001]. There were no significant differences between the two types of surgery for non-displaced femoral neck fractures at 1 year after surgery in the Harris hip score and the quality of life score EQ-5D.For patients with displacement, the rates of excellent and good outcomes based on the Harris score for the total hip replacement group were significantly higher than those for the internal fixation group at 1 year after surgery(97.5% vs.81.3%, χ2=6.697, P=0.010); the postoperative quality of life score EQ-5D was also better than that of the internal fixation group[0.9(0.7, 1.0) vs.1.0(1.0, 1.0), Z=-4.785, P<0.001], and the incidence of postoperative pain and anxiety was lower than that in the internal fixation group(6.3% vs.28.1%, 1.3%, vs.50.0%, χ2=7.928, 38.032, all P<0.01). Conclusions:The mortality and short-term postoperative complications between internal fixation and total hip replacement have no significant differences.There is no significant difference in postoperative function between the two surgical methods for patients with non-displaced femoral neck fractures.For patients with displacement, total hip arthroplasty is superior to internal fixation.The cost of initial hospitalization for internal fixation is significantly lower than for total hip replacement.
8.Exploratory Analysis of Patients With Gastric/Gastroesophageal Junction Adenocarcinoma With or Without Liver Metastasis From the Phase 3 RAINBOW Study
Takatsugu OGATA ; Yukiya NARITA ; Zev A. WAINBERG ; Eric Van CUTSEM ; Kensei YAMAGUCHI ; Yongzhe PIAO ; Yumin ZHAO ; Patrick M. PETERSON ; Sameera R. WIJAYAWARDANA ; Paolo ABADA ; Anindya CHATTERJEE ; Kei MURO
Journal of Gastric Cancer 2023;23(2):289-302
Purpose:
Liver metastasis (LM) is reported in approximately 40% of patients with advanced/ metastatic gastric/gastroesophageal junction adenocarcinoma (metastatic esophagogastric adenocarcinoma; mGEA) and is associated with a worse prognosis. This post-hoc analysis from the RAINBOW trial reported the efficacy, safety, and biomarker outcomes of ramucirumab and paclitaxel combination treatment (RAM+PAC) in patients with (LM+) and without (LM−) LM at baseline.
Materials and Methods:
Patients (n=665) were randomly assigned on a 1:1 basis to receive either RAM+PAC (LM+: 150, LM−: 180) or placebo and paclitaxel (PL+PAC) (LM+: 138, LM−: 197). The overall survival (OS) and progression-free survival (PFS) were evaluated using stratified Kaplan–Meier and Cox regression models. The correlation of dichotomized biomarkers (VEGF-C, D; VEGFR-1,2) with efficacy in the LM+ versus LM− subgroups was analyzed using the Cox regression model with reported interaction P-values.
Results:
The presence of LM was associated with earlier progression than those without LM, particularly in patients receiving PL+PAC (hazard ratio [HR], 1.68). RAM+PAC treatment improved OS and PFS irrespective of LM status but showed greater improvement in LM+ than that in LM− (OS HR, 0.71 [LM+] vs. 0.88 [LM−]; PFS HR, 0.47 [LM+] vs. 0.76 [LM−]).Treatment-emergent adverse events were similar between patients with and without LM. No predictive relationship was observed between biomarker levels (VEGF-C, D; VEGFR-1,2) and efficacy outcome (OS, PFS) (all interaction P-values >0.05).
Conclusions
RAM provided a significant benefit, irrespective of LM status; however, its effect was numerically stronger in patients with LM. Therefore, RAM+PAC is a clinically meaningful therapeutic option for patients with mGEA and LM.
9.Analysis of chromosome aberration in peripheral blood lymphocytes of underground miners in non-uranium metal mines
Di WU ; Ping WANG ; Lin HAN ; Yanfang ZHAO ; Zuchang ZHAO ; Jie LI ; Shasha DU ; Xiai WANG ; Yunfei ZHANG ; Fengling ZHAO ; Yumin LYU
Chinese Journal of Radiological Medicine and Protection 2022;42(12):915-921
Objective:To investigate chromosomal aberrations in peripheral blood lymphocytes of underground miners, in order to explore the influencing factors involved in chromosomal aberration levels of non-uranium metal mines.Methods:Totall 135 workers were recruited from an iron mine and a gold mine located in different cities of Henan province, where 69 workers worked aboveground and 66 miners worked underground in the metal mines. The radon concentration in the mines was measured by solid-state nuclear track detectors. Chromosomal aberrations in peripheral blood lymphocytes from the subjects were detected using conventional analysis method, and the influence factors of chromosomal aberrations were analyzed.Results:Radon concentration was 30-2 943 Bq/m 3 in the aboveground workplace of the mines, and 62-28 314 Bq/m 3 in underground. The age of the underground group was obviously lower than that of the aboveground group( t=2.12, P<0.05), but the frequencies of dicentrics, translocation, acentric fragment, and total chromosome-type aberrations in the underground group were significantly higher than those in the aboveground group ( χ2=10.49, 16.74, 8.15, 29.50, P<0.01). Consistent results were obtained when only male workers were regarded as object of observation ( χ2=8.44, 11.63, 4.94, 20.81, P<0.05). The frequency of translocation ( χ2=8.44, P<0.05) was dependent on the length of service in the underground group. Poisson regression analysis indicated that the aboveground and undergroud grouping partly affected the levels of dicentrics, translocation, acentric fragment, and total chromosome-type aberrations (the underground group IRR=3.25, 2.69, 1.97, 2.18, P<0.05). Conclusions:The radon exposure in the underground workplace of the metal mines may be the main factor resulting in the increase of chromosome-type aberrations of miners. The occupational health and safety of the miners who may be exposed to high radon levels are worthy of great attention.
10.Analysis of surveillance results of human brucellosis in Qinghai Province in 2019 and 2020
Zhijun ZHAO ; Qiang LI ; Jiquan LI ; Jianling WANG ; Li MA ; Hongmei XUE ; Yu SHI ; Di FAN ; Yumin QIN ; Yuanbo ZHAO ; Guang TIAN ; Liqing XU
Chinese Journal of Endemiology 2022;41(3):200-203
Objective:To master the epidemic trend of human brucellosis in Qinghai Province, so as to provide basis for scientific prevention and control of the disease.Methods:In 2019 and 2020, at the national and provincial brucellosis monitoring sites in Qinghai Province, a total of 18 counties (cities and districts, hereinafter referred to as counties), no less than 400 serum samples were sampled every year for brucellosis Rose-Bengal plate agglutination test (RBPT) and serum tube agglutination test (SAT), which would be tested and judged according to the criteria of "Diagnosis for Brucellosis" (WS 269-2019).Results:In 2019, a total of 1 612 people were monitored in national brucellosis monitoring sites, 93 were RBPT positive, 54 were SAT positive, 54 were diagnosed, and the prevalence rate was 3.35% (54/1 612). In 2020, 1 677 people were monitored in national brucellosis monitoring sites, 151 were RBPT positive, 80 were SAT positive, 80 were diagnosed, and the prevalence rate was 4.77% (80/1 677). There were significant differences in RBPT positive rate, SAT positive rate and prevalence rate among national monitoring sites between the two years (χ 2 = 12.52, 4.24, 4.24, P < 0.05). In 2019, a total of 6 043 people were monitored in provincial brucellosis monitoring sites, 128 were RBPT positive, 91 were SAT positive, 87 were diagnosed, and the prevalence rate was 1.44% (87/6 043). In 2020, 5 664 people were monitored, 108 were RBPT positive, 59 were SAT positive, 52 were diagnosed, and the prevalence rate was 0.92% (52/5 664). There was no significant difference in RBPT positive rate among provincial monitoring sites between the two years (χ 2 = 0.66, P = 0.416), and the differences in SAT positive rate and prevalence rate were statistically significant among provincial monitoring sites between the two years (χ 2 = 4.98, 14.57, P < 0.05). Conclusion:In 2019 and 2020, there are human brucellosis in national and provincial brucellosis monitoring sites in Qinghai Province.

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