1.Prediction of duloxetine blood concentration in patients with depression based on machine learning
Ming QIAO ; Lu JIN ; Yi ZHU ; Junping HU
China Pharmacy 2025;36(6):752-757
		                        		
		                        			
		                        			OBJECTIVE To provide medication reference for duloxetine use in clinical settings, particularly for patients with depression in primary medical institutions in Xinjiang that lack therapeutic drug monitoring conditions. METHODS The medical records of 281 depression inpatients taking duloxetine in the First Affiliated Hospital of Xinjiang Medical University from January 2022 to December 2023 were retrospectively collected. They were divided into training set (196 cases) and test set (85 cases) in the ratio of 7∶3. Feature selection was performed by encapsulating random forests (RF) with recursive feature elimination. Four machine learning algorithms, namely support vector machine, RF, extreme gradient boosting (XGBoost) and artificial neural network, were used to construct duloxetine blood concentration prediction model. The prediction performance of the models was evaluated and compared by coefficient of determination (R2), mean absolute error (MAE) and root mean squared error (RMSE). The feature of the selected optimal model was explained by Shapley additive explanation method, and the importance ranking of the features and the influence on the prediction results of duloxetine blood concentration were determined. RESULTS A total of 29 characteristic variables were selected, including age, ethnicity, body mass index(BMI), etc. XGBoost showed the highest R2 (0.808), and the lowest MAE (7.644) and RMSE (10.808). The ranking of feature importance for predicting the blood concentration of duloxetine was as follows: BMI>age>other 20 feature sets (including liver and kidney function and biochemical indicators)>daily dosage>comorbidities>combination therapy>ethnicity>white blood cell count>hemoglobin>height. CONCLUSIONS XGBoost model possesses the best prediction performance of duloxetine blood concentration; BMI and age have a greater impact on the prediction of duloxetine blood concentration.
		                        		
		                        		
		                        		
		                        	
2.Mitochondrial Quality Control Affects Diabetic Cardiomyopathy:Based on Theory of Qi Deficiency and Stagnation
Aolin LI ; Lu LIAN ; Xinnong CHEN ; Yingyu XIE ; Zhipeng YAN ; Wenhui CAI ; QianQian ZHANG ; Chi ZHANG ; Junping ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(8):197-205
		                        		
		                        			
		                        			With the increasing incidence of diabetes mellitus in recent years, cardiomyopathy caused by diabetes mellitus has aroused wide concern and this disease is characterized by high insidiousness and high mortality. The early pathological changes of diabetic cardiomyopathy (DCM) are mitochondrial structural disorders and loss of myocardial metabolic flexibility. The turbulence of mitochondrial quality control (MQC) is a key mechanism leading to the accumulation of damaged mitochondria and loss of myocardial metabolic flexibility, which, together with elevated levels of oxidative stress and inflammation, trigger changes in myocardial structure and function. Qi deficiency and stagnation is caused by the loss of healthy Qi, and the dysfunction of Qi transformation results in the accumulation of pathogenic Qi, which further triggers injuries. According to the theory of traditional Chinese medicine (TCM), DCM is rooted in Qi deficiency of the heart, spleen, and kidney. The dysfunction of Qi transformation leads to the generation and lingering of turbidity, stasis, and toxin in the nutrient-blood and vessels, ultimately damaging the heart. Therefore, Qi deficiency and stagnation is the basic pathologic mechanism of DCM. Mitochondria, similar to Qi in substance and function, are one of the microscopic manifestations of Qi. The role of MQC is consistent with the defense function of Qi. In the case of MQC turbulence, mitochondrial structure and function are impaired. As a result, Qi deficiency gradually emerges and triggers pathological changes, which make it difficult to remove the stagnant pathogenic factor and aggravates the MQC turbulence. Ultimately, DCM occurs. Targeting MQC to treat DCM has become the focus of current research, and TCM has the advantages of acting on multiple targets and pathways. According to the pathogenesis of Qi deficiency and stagnation in DCM and the modern medical understanding of MQC, the treatment should follow the principles of invigorating healthy Qi, tonifying deficiency, and regulating Qi movement. This paper aims to provide ideas for formulating prescriptions and clinical references for the TCM treatment of DCM by targeting MQC. 
		                        		
		                        		
		                        		
		                        	
3.Exploration of Clinical Thoughts for Treatment of Stable Angina with Insomnia under the Guidance of the "Blood-Pulse-Heart-Spirit"
Xinbiao FAN ; Zhipeng YAN ; Xiaofei GENG ; Lu LIAN ; Binbin DING ; Aolin LI ; Junping ZHANG
Journal of Traditional Chinese Medicine 2024;65(12):1240-1244
		                        		
		                        			
		                        			Guided by the concept of "blood-pulse-heart-spirit", it is believed that stable angina combined with insomnia is caused by disturbance of blood vessels, which leads to loss of nourishment for the heart body and heart spirit, so the core treatment principle is to regulate the blood vessels and calm the mind. At the beginning of the disease, it shows as the liver fails to govern the free flow of qi, and disorders qi and blood; during the progress of the disease, it shows as spleen deficiency and phlegm stagnation, phlegm and blood stasis obstructing the vessels; the central mechanism of the disease shows as disturbance of blood vessels and insufficient heart yin. For the pattern of liver depression and blood stasis, pattern of phlegm and blood stasis blocking the vessels, and pattern of heart yin deficiency, it is recommended to treat by Wuzang Shenning Formula (五脏神宁方) to dredge the liver and regulate the vessels, Banxia Houpo Decoction (半夏厚朴汤) plus Gualou Xiebai Banxia Decoction (瓜蒌薤白半夏汤) to dissolve phlegm and regulate the vessels, and Yunpi Tiaoxin Decoction (运脾调心汤) to nourish the yin and regulate the vessels. Throughout the treatment, pattern differentiation and treatment is accompanied by the method of calming the mind with heavy sedatives and nourishing the blood to calm the mind, so as to achieve the purpose of regulating mind and heart together and treating the body and spirit at the same time. 
		                        		
		                        		
		                        		
		                        	
4.Modified Wenshen Yixin Formula (温肾益心方加减) for Coronary Heart Disease Complicated with Hypothyroidism of Spleen-kidney Yang Deficiency:A Prospective Real-world Study of 51 Cases
Aolin LI ; Zhipeng YAN ; Lu LIAN ; Qianqian ZHANG ; Chi ZHANG ; Boyu ZHU ; Lei WEI ; Zhihan YANG ; Junping ZHANG
Journal of Traditional Chinese Medicine 2024;65(20):2116-2125
		                        		
		                        			
		                        			ObjectiveTo observe the clinical efficacy and relative mechanism of the Modified Wenshen Yixin Formula (温肾益心方加减, MWYF) as an auxiliary treatment of coronary heart disease (CHD) complicated with hypothyroidism of spleen-kidney yang deficiency. MethodsA total of 135 CHD patients complicated with hypothyroidism and spleen-kidney yang deficiency were included and divided into control group (67 cases) and experimental group (68 cases) according to the patients' wishes of herbal medicine administration. The control group was given conventional western medicine, while the treatment group was additionally given MWYF, 1 dose per day; both groups were treated for 8 weeks. The traditional Chinese medicine (TCM) syndrome scores, angina scores, SF-36 scores, thyroid function indicators including thyroid stimulating hormone (TSH), thyroxine (T4) and triiodothyronine (T3), as well as serum cyclic adenosine monophosphate (cAMP), cyclic guanosine monophosphate (cGMP), monocyte chemoattractant ligand 2 (CCL2), and tumor necrosis factor-related activator protein (CD40L) levels before and after treatment were compared between the two groups. The dosage and reduction and discontinuation rate of thyroid hormone preparations after treatment were compared between the two groups. The effectiveness regarding TCM syndrome and angina pectoris was evaluated, and the safety was assessed. ResultsBias was adjusted by matching on propensity score, and 102 cases were finally included in the statistical analysis, with 51 cases in each group. The total effective rate regarding TCM syndrome [94.12% (48/51) versus 64.71% (33/51)], the total effective rate regarding angina pectoris [80.39% (41/51) versus 62.75% (32/51)], and the reduction and discontinuation rate of thyroid hormone preparation [39.21% (20/51) versus 5.88% (3/51)] were significantly higher in the experimental group than those in the control group (P<0.05 or P<0.01). After treatment, the total TCM syndrome score, individual scores of major symptoms , the major symptoms score, the secondary symptoms score, angina pectoris score, and TSH level were significantly reduced (P<0.01), while all dimensions of SF-36 scores, T4, T3, and cAMP levels significantly increased in both groups (P<0.05 or P<0.01). The dosage of thyroid hormone preparations and the levels of cGMP, CCL2, and CD40L in the experimental group significantly decreased after treatment (P<0.01). When compared between the two groups after treatment, the total TCM syndrome score, the major symptoms score, the scores of individual major symptom (chest tightness, chest pain, fear of cold, cold limbs, waist and kness soreness and weakness), the secondary symptoms score, angina pectoris score, TSH, cGMP, CCL2, and CD40L levels of the experimental group were significantly lower than those of the control group (P<0.05 or P<0.01), while all dimension scores of SF-36, T4, T3, and cAMP levels were significantly higher (P<0.01). A total of three adverse events occurred during treatment, none of which were judged to be related to the interventions of this study. ConclusionMWYF can significantly ameliorate the TCM syndrome, angina pectoris, quality of life and thyroid function in CHD patients complicated with hypothyroidism and spleen-kidney yang deficiency, and can promote the reduction and disconti-nuation of thyroid hormone preparations. The mechanism may be related to the regulation of cAMP/cGMP balance, the regulation of hypothalamic-pituitary-thyroid metabolic axis and the reduction of immune inflammation. 
		                        		
		                        		
		                        		
		                        	
5.Multicenter evaluation of the diagnostic efficacy of jaundice color card for neonatal hyperbilirubinemia
Guochang XUE ; Huali ZHANG ; Xuexing DING ; Fu XIONG ; Yanhong LIU ; Hui PENG ; Changlin WANG ; Yi ZHAO ; Huili YAN ; Mingxing REN ; Chaoying MA ; Hanming LU ; Yanli LI ; Ruifeng MENG ; Lingjun XIE ; Na CHEN ; Xiufang CHENG ; Jiaojiao WANG ; Xiaohong XIN ; Ruifen WANG ; Qi JIANG ; Yong ZHANG ; Guijuan LIANG ; Yuanzheng LI ; Jianing KANG ; Huimin ZHANG ; Yinying ZHANG ; Yuan YUAN ; Yawen LI ; Yinglin SU ; Junping LIU ; Shengjie DUAN ; Qingsheng LIU ; Jing WEI
Chinese Journal of Pediatrics 2024;62(6):535-541
		                        		
		                        			
		                        			Objective:To evaluate the diagnostic efficacy and practicality of the Jaundice color card (JCard) as a screening tool for neonatal jaundice.Methods:Following the standards for reporting of diagnostic accuracy studies (STARD) statement, a multicenter prospective study was conducted in 9 hospitals in China from October 2019 to September 2021. A total of 845 newborns who were admitted to the hospital or outpatient department for liver function testing due to their own diseases. The inclusion criteria were a gestational age of ≥35 weeks, a birth weight of ≥2 000 g, and an age of ≤28 days. The neonate′s parents used the JCard to measure jaundice at the neonate′s cheek. Within 2 hours of the JCard measurement, transcutaneous bilirubin (TcB) was measured with a JH20-1B device and total serum bilirubin (TSB) was detected. The Pearson′s correlation analysis, Bland-Altman plots and the receiver operating characteristic (ROC) curve were used for statistic analysis.Results:Out of the 854 newborns, 445 were male and 409 were female; 46 were born at 35-36 weeks of gestational age and 808 were born at ≥37 weeks of gestational age. Additionally, 432 cases were aged 0-3 days, 236 cases were aged 4-7 days, and 186 cases were aged 8-28 days. The TSB level was (227.4±89.6) μmol/L, with a range of 23.7-717.0 μmol/L. The JCard level was (221.4±77.0) μmol/L and the TcB level was (252.5±76.0) μmol/L. Both the JCard and TcB values showed good correlation ( r=0.77 and 0.80, respectively) and agreements (96.0% (820/854) and 95.2% (813/854) of samples fell within the 95% limits of agreement, respectively) with TSB. The JCard value of 12 had a sensitivity of 0.93 and specificity of 0.75 for identifying a TSB ≥205.2?μmol/L, and a sensitivity of 1.00 and specificity of 0.35 for identifying a TSB ≥342.0?μmol/L. The TcB value of 205.2?μmol/L had a sensitivity of 0.97 and specificity of 0.60 for identifying TSB levels of 205.2 μmol/L, and a sensitivity of 1.00 and specificity of 0.26 for identifying TSB levels of 342.0 μmol/L. The areas under the ROC curve (AUC) of JCard for identifying TSB levels of 153.9, 205.2, 256.5, and 342.0 μmol/L were 0.96, 0.92, 0.83, and 0.83, respectively. The AUC of TcB were 0.94, 0.91, 0.86, and 0.87, respectively. There were both no significant differences between the AUC of JCard and TcB in identifying TSB levels of 153.9 and 205.2 μmol/L (both P>0.05). However, the AUC of JCard were both lower than those of TcB in identifying TSB levels of 256.5 and 342.0 μmol/L (both P<0.05). Conclusions:JCard can be used to classify different levels of bilirubin, but its diagnostic efficacy decreases with increasing bilirubin levels. When TSB level are ≤205.2 μmol/L, its diagnostic efficacy is equivalent to that of the JH20-1B. To prevent the misdiagnosis of severe jaundice, it is recommended that parents use a low JCard score, such as 12, to identify severe hyperbilirubinemia (TSB ≥342.0 μmol/L).
		                        		
		                        		
		                        		
		                        	
6.Prediction of invasiveness in follicular variant of papillary thyroid carcinoma using nomograms based on ultrasonic features
YuXin ZHENG ; Yajiao ZHANG ; Liyu CHEN ; Kefeng LU ; Jiangyan LOU ; Junping LIU ; Dong XU
Chinese Journal of Ultrasonography 2024;33(9):800-806
		                        		
		                        			
		                        			Objective:To explore the relationship between ultrasound characteristics and invasiveness in the follicular variant of papillary thyroid carcinoma (FVPTC), and to integrate multiple ultrasound parameters for visual assessment of predictive outcomes by using Nomogram.Methods:A total of 312 FVPTC patients who were pathologically confirmed through surgery in Zhejiang Cancer Hospital and Zhejiang Provincial People′s Hospital from January 2013 to December 2023 were retrospectively collected.Based on defined criteria, FVPTC patients were categorized into high-invasion and low-invasion groups. The dataset was divided into a training set and a validation set in a ratio of 7 to 3. Clinical information and ultrasound feature parameters were collected. Univariate and multivariate Logistic regression analyses were performed on the training set. A predictive model for FVPTC invasiveness was constructed based on ultrasound features. The model′s discriminative ability and calibration were evaluated in the validation set, and a nomogram was generated.Results:The training set included a total of 218 patients with FVPTC, among which 131 were classified as high invasive.The validation set consisted of 94 patients, with 53 cases of high invasive FVPTC patients. Multivariate logistic regression analysis on the training set revealed that tumor multifocality ( OR=6.505, P=0.016), hypoechoic ( OR=3.235, P=0.103), shape ( OR=0.521, P=0.049), and microcalcifications ( OR=2.479, P=0.004) were independent influencing factors for predicting invasiveness in FVPTC. In the training set, the area under the curve (AUC) of the ultrasound predictive model was 0.704 (95% CI=0.634-0.771), and in the validation set, the AUC was 0.650 (95% CI=0.531-0.770), indicated good discriminative ability.The calibration curve showed good alignment with the ideal curve, demonstrating favorable calibration performance. Conclusions:Ultrasound features provide valuable information for assessing the invasiveness of FVPTC, and the model constructed by combining ultrasound features demonstrates good predictive efficacy for the invasiveness of FVPTC.
		                        		
		                        		
		                        		
		                        	
7.Diagnostic value of acid indigocarmine mixture sandwich staining combined with flexile spectral imaging color enhancement colonoscopy Pit pattern classification for colorectal lesions
Junping LU ; Yuxi LI ; Qiuxian LIU ; Shuming LI ; Aihua WU ; Zhaofu QU
China Journal of Endoscopy 2024;30(9):61-70
		                        		
		                        			
		                        			Objective To explore the diagnostic value of acetic acid indigocarmine mixture(AIM)sandwich staining combined with flexile spectral imaging color enhancement(FICE)technology for colonoscopic Pit pattern classification for colorectal lesions.Methods 100 patients with colorectal lesions from June 2022 to October 2023 were selected as the research subjects,and 222 lesions;Patients were examined using conventional endoscopy,FICE,AIM sandwich staining+FICE,and the detection status and pathological type of Pit pattern classification were recorded.Calculate the sensitivity,specificity,positive predictive value(PPV),negative predictive value(NPV),and accuracy of Pit pattern classification diagnosis under different modes.Kappa was used to evaluate the consistency between Pit pattern classification and pathological examination under different modes.Evaluate diagnostic effectiveness using receiver operator characteristic curve(ROC curve).Results Compared with ordinary endoscopy(74.32%),FICE technology(92.34%)and AIM staining+FICE(97.30%)detected more lesions that matched the pathological results through Pit pattern classification,and AIM sandwich staining+FICE detected more than FICE,the differences were statistically significant(P<0.05).Compared with ordinary endoscopy,the diagnostic accuracy of FICE and AIM staining+FICE for colorectal carcinoma lesions were higher,and AIM sandwich staining+FICE higher than FICE,the differences were statistically significant(P<0.05).Compared with ordinary endoscopy,the diagnostic accuracy of FICE and AIM sandwich staining+FICE for early colorectal cancer were higher,the differences were statistically significant(P<0.05).The area under the curve(AUC)predicted by ordinary endoscopy,FICE and AIM sandwich staining+FICE for colorectal carcinoma lesions were 0.815(95%CI:0.711~0.859),0.881(95%CI:0.752~0.904),and 0.933(95%CI:0.793~0.961),respectively;The AUC predicted by ordinary endoscopy,FICE and AIM sandwich staining+FICE for early colorectal cancer were 0.850(95%CI:0.720~0.866),0.938(95%CI:0.764~0.951),and 0.947(95%CI:0.803~0.972),respectively.For predicting colorectal carcinoma lesions and early colorectal cancer,the Youden index of AIM staining+FICE technology was the highest,with values of 0.955 and 0.968,respectively.Conclusion Under AIM sandwich staining+FICE,Pit pattern classification can detect more carcinoma lesions and early colorectal cancer,with high diagnostic accuracy and effective improvement of endoscopic diagnosis and treatment quality.
		                        		
		                        		
		                        		
		                        	
8.Effects of E-Coaching self-management model on health behavior change in perimenopausal women
Junping GUO ; Du WU ; Meijia LU ; Zheng LI
Chinese Journal of Health Management 2023;17(3):216-221
		                        		
		                        			
		                        			Objective:To analyze the influence of E-Coaching self-management model on health behavior change in perimenopausal women.Methods:In this randomized controlled trial, 230 perimenopausal women who participated in health management prograam in the Health Management Center of Hangzhou Wuyunshan Hospital from January 2020 to October 2021 were selected as study objects by convenience sampling method. The subjects were divided into the experimental group and the control group with random number table (115 cases in each group). The experimental group was managed by health coaches with E-Coaching self-management model, and the control group was routinely managed by health managers. The intervention lasted for 6 months. Finally, 29 cases were lost to follow-up due to the failure of the subjects to comply with protocol requirements or voluntary withdrawal. So, a total of 201 subjects were included in the analysis (107 cases in the experimental group and 94 cases in the control group). χ2 test and t test were used to analyze the differences in modified Kupperman symptom score, perimenopausal knowledge and belief, regular exercise and dietary healthy behavior stage between the two groups. And the influence of E-Coaching self-management model on health behavior change in perimenopausal women was analyzed too. Results:After the intervention, the total score of modified Kupperman scale and the scores of insomnia, anxiety and fatigue in the experimental group were all lower than those in the control group [(7.36±2.91) vs (10.01±2.78) points, (0.49±1.13) vs (1.27±1.20) points, (0.80±0.99) vs (1.68±1.39) points, (0.67±0.55) vs (0.93±0.64) points]( t=6.553, 4.785, 5.219, 3.013, all P<0.05); and the total score of knowledge and belief questionnaire and the score of knowledge or belief dimension in the experimental group were significantly higher than those in control group [(25.15±1.55) vs (21.05±1.64) points, (9.61±0.56) vs (9.03±0.68) points, (15.54±1.53) vs (12.02±1.28) points] ( t=-18.238, -6.570, -17.801, all P<0.05). After the intervention, the proportions of the experimental group in the precontemplation and contemplation stage of exercise and diet were both significantly lower than those before intervention ( χ2=116.616, 139.964, both P<0.001), and were lower than those in the control group (the proportion of precontemplation stage of exercise was 7.5% vs 38.3%, and the contemplation stage of exercise was 26.2% vs 34.0%, χ2=38.330; the proportion of precontemplation stage of diet was 3.7% vs 23.4%, and the contemplation stage of diet was 18.7% vs 29.8%, χ2=25.399; all P<0.001). After the intervention, the proportion of the subjects in the preparation stage and action stage the experimental group were significantly higher than those before intervention ( χ2=116.616, 139.964, both P<0.001), and were higher than those in the control group (the proportion in preparation stage of exercise 18.7% vs 8.5%, and the action stage of exercise 47.7% vs 19.1%, χ2=38.330; the proportion in preparation stage of diet 20.6% vs 14.9%, and the action stage of diet 57.0% vs 31.9%, χ2=25.399; all P<0.001). Conclusion:E-Coaching self-management model can improve women′s perimenopausal symptoms in certain degrees, it improves their understanding of perimenopausal knowledge, enhances self-management beliefs and promotes healthy behavior changes.
		                        		
		                        		
		                        		
		                        	
9.A reflection on medical treatment of radionuclide-contaminated wounds during medical response to nuclear emergencies
Xiaofan LYU ; Binghui LU ; Xinze RAN ; Junping WANG ; Tao WANG
Chinese Journal of Radiological Health 2023;32(4):402-407
		                        		
		                        			
		                        			Radionuclide-contaminated wounds are common in medical response to nuclear emergencies, which have different manifestations in different types of accidents. Medical treatment is the key part of the response. Based on the drill experience gained from medical response to nuclear emergencies, the authors summarize the research advances in radionuclide-contaminated wounds in recent years, mainly involving the biokinetic characteristics, medical response, surgical debridement, and prevention and treatment of internal contamination of radionuclide-contaminated wounds; the authors summarize the key points of technical operations and provide suggestions on improvements in the drills. The authors believe that medical treatment of radionuclide-contaminated wounds requires highly compatible integration of the practical skills from clinical medicine and radiological knowledge; emergency response, surgical debridement, and prevention and treatment of internal contamination all together constitute an integrated rescue and treatment strategy with internal logic correlations. However, targeted improvements are needed to achieve desired effects in the drills.
		                        		
		                        		
		                        		
		                        	
10.Effects of different radiation doses on the accuracy of quantitative iodine concentration and CT value of virtual monochromatic image in second-generation dual-layer detector spectral CT
Qiaoling WU ; Junping TIAN ; Daming ZHANG ; Zhengyu JIN ; Xiaomei LU ; Shenghui YU ; Yun WANG
Basic & Clinical Medicine 2023;43(12):1866-1870
		                        		
		                        			
		                        			Objective To investigate the effect of different radiation doses on the accuracy of iodine quantification and CT value of virtual monochromatic image with a muti-spectral CT iodine phantom using second-generation dual-layer detector spectral CT(DLCT).Methods The second-generation DLCT scan abdominal phantom was used,which consisted of six different concentrations of iodine rods at 4,8 and 12 g/L.The scan parameters were set at 100,120 and 140 kVp tube voltages,and six radiation exposure sequences were scanned at each tube voltage:5,10,15,20,25 and 30 mGy.Measure the iodine concentration value and the CT value at the single level of 50,70 and 100 keV,and calculate the absolute error value of iodine concentration and CT value under different radiation exposure.SPSS 22.0 software single factor analysis of variance was used to compare the difference between the io-dine concentration and the absolute error of CT value under different Radiation exposure,and LSD method was used to compare the two groups.Results The absolute error of CT value of 4 g/L iodine rod with 10~30 mGy scanning at 100 keV energy level was significantly higher than that of 12 g/L and 8 g/L(P<0.05),and the absolute error of iodine concentration measurement of other iodine rods with different concentrations at different Radiation exposure had no statistical difference.Conclusions The second-generation double-layer detector spectral CT has high meas-urement stability for iodine concentration quantification and CT value accuracy under conditions of radiation dose greater than 5 mGy.
		                        		
		                        		
		                        		
		                        	
            
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