1.Predictive Modeling of Chronic Kidney Disease with Hypertension or Diabetes Based on Machine Learning Algorithms
Huijuan ZENG ; Bo TIAN ; Hongling YUAN ; Jie HE ; Guanxi LI ; Guojia RU ; Min XU ; Dong ZHAN
Journal of Kunming Medical University 2024;45(3):99-105
Objective To build the early predictive model for chronic kidney disease(CKD)in hypertension and diabetes patients in the community.Methods The CKD patients were recruited from 4 health care centers in 4 urban areas in Kunming.The control group was residents without hypertension and diabetes(n = 1267).The disease group was residents with hypertension and/or diabetes(n = 566).The questionnaire survey,physical examination,laboratory testing,and 5 SNPs gene types in the PVT1 gene.The risk factors,which were filtered with logistics regression,were used to build predictive models.Four machine learning algorithms were built:support vector machine(SVM),random forest(RF),Na?ve Bayes(NB),and artificial neural network(ANN)models.Results Thirteen indicators included in the final diagnostic model:age,disease type,ethnicity,blood urea nitrogen,creatinine,eGFR from MDRD,ACR,eGFR from EPI2009,PAM13 score,sleep quality survey,staying-up late,PVT1 SNP rs11993333 and rs2720659.The accuracy,specificity,Kappa value,AUC of ROC,and PRC of ANN are greater than those of the other 3 models.The sensitivity of RF is the highest among 4 types of machine learning.Conclusions The ANN predictive model has a good ability of efficiency and classification to predict CKD with hypertension and/or diabetes patients in the community.
2.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
3.Epidemiologic characteristics and influencing factors of influenza outbreaks in Guangdong Province, 2015-2022.
Ya Li ZHUANG ; Jie LU ; Shu Kai WU ; Zhan Hui ZHANG ; Zhi Mei WEI ; Yi Hong LI ; Ting HU ; Min KANG ; Ai Ping DENG
Chinese Journal of Epidemiology 2023;44(6):942-948
Objective: To grasp the epidemiological characteristics of influenza outbreaks in Guangdong Province by analyzing the outbreaks of influenza-like cases reported in Guangdong Province from January 2015 to the end of August 2022. Methods: In response to the outbreak of epidemics in Guangdong Province from 2015 to 2022, information on on-site epidemic control was collected, and epidemiological analysis was conducted to describe the characteristics of the epidemics. The factors that influence the intensity and duration of the outbreak were determined through a logistic regression model. Results: A total of 1 901 influenza outbreaks were reported in Guangdong Province, with an overall incidence of 2.05%. Most outbreak reports occurred from November to January of the following year (50.24%, 955/1 901) and from April to June (29.88%, 568/1 901). A total of 59.23% (1 126/1 901) of the outbreaks were reported in the Pearl River Delta region, and primary and secondary schools were the main places where outbreaks occurred (88.01%, 1 673/1 901). Outbreaks with 10-29 cases were the most common (66.18%, 1 258/1 901), and most outbreaks lasted less than seven days (50.93%,906/1 779). The size of the outbreak was related to the nursery school (aOR=0.38, 95%CI:0.15-0.93), the Pearl River Delta region (aOR=0.60, 95%CI:0.44-0.83), the time interval between the onset of the first case and the time of report (>7 days compared with ≤3 days: aOR=3.01, 95%CI:1.84-4.90), the influenza A(H1N1) (aOR=2.02, 95%CI:1.15-3.55) and the influenza B (Yamagata) (aOR=2.94, 95%CI: 1.50-5.76). The duration of outbreaks was related to school closures (aOR=0.65, 95%CI: 0.47-0.89), the Pearl River Delta region (aOR=0.65, 95%CI: 0.50-0.83) and the time interval between the onset of the first case and the time of report (>7 days compared with ≤3 days: aOR=13.33, 95%CI: 8.80-20.19; 4-7 days compared with ≤3 days: aOR=2.56, 95%CI: 1.81-3.61). Conclusions: An influenza outbreak in Guangdong Province exhibits two peaks, one in the winter and spring seasons and the other in the summer. Primary and secondary schools are high-risk areas, and early reporting of outbreaks is critical for controlling influenza outbreaks in schools. Furthermore, comprehensive measures should be taken to prevent the spread of the epidemic.
Humans
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Influenza A Virus, H1N1 Subtype
;
Influenza, Human/epidemiology*
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Disease Outbreaks
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Epidemics
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China/epidemiology*
4.Correlation between heart rate index, SBPpeak-to-SBPrest ratio and peak oxygen consumption in patients with chronic heart failure.
Qian LUO ; Yu Qin SHEN ; Bo ZHUANG ; Ting SHEN ; Xiao Ling LIU ; Guang He LI ; Yu Mei JIANG ; De Jie LI ; Meng Yi ZHAN ; Hao Ming SONG ; Le Min WANG
Chinese Journal of Cardiology 2022;50(8):785-790
Objective: To investigate the correlation between heart rate index (HRI), systolic blood pressure(SBP) peak-to-SBPrest ratio (SBPR) and peak oxygen consumption (peakVO2) in patients with chronic heart failure (CHF), and discuss the possibility of using HRI and SBPR collected during exercise to assess the exercise tolerance of CHF patients in the absence of gas analysis. Methods: In this cross-sectional study, a total of 547 patients with CHF who underwent cardiopulmonary exercise test(CPET) in Tongji Hospital Heart Rehabilitation Center Affiliated to Tongji University from March 2007 to December 2018 were collected retrospectively, focusing on their clinical data including age, gender, type of heart failure,BMI as well as data collected during their CPETs, such as peakVO2, HRI and SBPR. Spearman univariate correlation analysis was used for statistical analysis, to unveil the correlations between peakVO2 and those parameters, and multiple linear regression analysis was also conducted. Results: A total of 547 CHF patients conducting CPET were included in this research, of which 447 were male, at age of 63(56, 69). Univariate analysis indicates that HRI, SBPR and peakVO2 showed significant positive correlation (r=0.323, 0.263, respectively, all P<0.001); Age and peak VO2 showed significant negative correlation(r=-0.207, P<0.001); Male patients showed peakVO2 higher than female(r=-0.229, P<0.001); PeakVO2 of heart failure with reduced ejection fraction(HFrEF) was lower than heart failure with mid-range ejection fraction(HFmrEF)and heart failure with preserved ejection fraction(HFpEF) (r=0.181, P<0.001). Body mass index (BMI) had no significant correlation with peakVO2 (P>0.05). Multivariate linear regression analysis showed that the HRI, SBPR were positively correlated with peakVO2(t=7.68, 5.08, respectively, all P<0.05), while age and BMI showed negative correlation with peakVO2(t=-5.43, -0.31, respectively, all P<0.05). PeakVO2 of male was higher than female(t=-6.03, P<0.05), and peakVO2 of HFrEF was lower than those of HFmrEF and HFpEF(t=3.17, 4.48, respectively, all P<0.05). A linear equation (F=33.52, adjusted R2=0.29) could be constructed: peakVO2=10.65(male) or 8.53(female)+4.26HRI+3.31SBPR-0.07age-0.13BMI+0(HFrEF) or 1.05 (HFmrEF) or 1.62(HFpEF). Conclusion: HRI and SBPR are positively correlated with peakVO2. In the absence of gas analysis, it is possible to apply HRI and SBPR during exercise to predict exercise tolerance in patients with CHF.
Chronic Disease
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Cross-Sectional Studies
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Female
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Heart Failure
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Heart Rate
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Humans
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Male
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Oxygen Consumption/physiology*
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Prognosis
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Retrospective Studies
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Stroke Volume/physiology*
5.Effects of the components of traditional Chinese medicine for invigorating qi and activating blood circulation on cognitive function of chronic cerebral ischemia model mice and its mechanism
Fuhua HAN ; Jiangang LIU ; Linjuan SUN ; Nannan LI ; Jie GUAN ; Min ZHAN ; Wenjie CHEN
China Pharmacy 2022;33(20):2466-2470
OBJECTIVE To investigate the effects of the compo nents of traditional Chinese medicine (TCM)(total ginsenoside,total ketone ester of Ginkgo biloba ,total glucoside of Crocus sativus )for invigorating qi and activating blood circulation on cognitive function of mice with chronic cerebral ischemia (CCI)and its related mechanisms . METHODS CCI model was established by stimulating bilateral common carotid arteries of C 57BL/6J mice with temperature controlled current . Model mice were randomly divided into model group ,aspirin group (positive control 10 mg/kg)and TCM group (the components of TCM for invigorating qi and activating blood circulation 33 mg/kg),sham operation group was set up additionally ,with 16 mice in each group. Except that the mice in model group and sham operation group were given water intragastrically ,the mice in the other groups were given corresponding medicine liquid intragastrically,once a day ,for 8 weeks. The latency of step down and the number of step -down errors of mice in each group were detected ;the ultrastructure of neurovascular units(NVU)in cerebral cortex and hippocampus was observed ;the protein and mRNA expressions of vascular endothelial growth factor(VEGF)and α7 nicotinic acetylcholine receptors (α7nAChRs) in cerebral tissue were detected ;the contents of VEGF,angiopoietin 1 (Ang1) and basic fibroblast growth factor(bFGF)were detected . RESULTS Compared with model group ,the latency of step -down was significantly prolonged (P< 0.05),and the number of step -down errors was significantly reduced (P<0.05)in TCM group . The ultrastructural abnormalities of NVU in cerebral cortex and hippocampus were significantly improved ,and the protein and mRNA expressions of VEGF and α7 nAChRs and the contents of VEGF ,Ang1 and bFGF in cerebral tissue were significantly increased (P<0.05). CONCLUSIONS The components of TCM for invigorating qi and activating blood circulation can improve CCI -induced cognitive dysfunction in mice,the mechanism of which may be associated with protecting NVU ,recovering ultrastructural abnormalities of injured NVU , and regulating the expression of proteins closely related to NVU and memory function .
6.The expression and clinical significance of LRP8 in colorectal cancer
Weizhi WU ; Xiaoping XU ; Jie ZHOU ; Jinsha LIU ; Min JIE ; Zhan LIU
Journal of Chinese Physician 2022;24(5):682-686
Objective:To investigate the expression of low density lipoprotein receptor associated protein 8 (LRP8) in colorectal cancer and its correlation with clinicopathological features.Methods:The surgical specimens of colorectal cancer patients hospitalized in Hunan Provincial People's Hospital from January 1, 2020 to September 1, 2020 (without adjuvant treatment measures such as radiotherapy, chemotherapy and immunotherapy) and 45 corresponding adjacent normal tissues were collected. Immunohistochemistry was used to detect the expression of LRP8 in colorectal cancer and paracancer normal tissues. The relationship between LRP8 and clinical characteristics of colorectal cancer patients was determined by univariate logistic regression analysis and Spearman correlation analysis.Results:Immunohistochemical results showed that LRP8 protein was highly expressed in 37 cases (82.22%) and low expressed in 8 cases (17.78%) of 45 colorectal cancer tissues. LRP8 protein was highly expressed in 17 cases (37.78%) and low expressed in 28 cases (62.22%). The expression of LRP8 protein in colorectal cancer tissues and adjacent normal tissues was significantly different ( P<0.05). Chi-square test showed that LRP8 protein expression was correlated with colorectal cancer stage, perineural invasion, vascular invasion, carcinoembryonic antigen (CEA) and low density lipoprotein (LDL) (all P<0.05), but not correlated with gender, age, tumor differentiation, Ki67, CA199, lymph node metastasis, triglyceride, total cholesterol and high density lipoprotein (all P>0.05). Logistic regression analysis showed that tumor node metastasis (TNM) stage, vascular invasion, nerve invasion, serum CEA and LDL levels were the influencing factors of LRP8 overexpression in patients with colorectal cancer (all P<0.05). There was a weak negative correlation between ApoB and tumor stage ( rs=-0.382), lymph node metastasis ( rs=-0.316) and vascular invasion ( rs=-0.311) (all P<0.05). Conclusions:Our results indicate that there is a higher expression of LRP8 in colorectal cancer tissues. The expression of LRP8 correlates with the staging of the colorectal cancer, neurovascular invasion, CEA, and low density lipoprotein. Patients with high expression of LRP8 have worse tumor stage and are more likely to have concurrent neurologic and vascular invasion.
7.Efficacy and Safety of Bushen Huoxue Formula in Patients with Discogenic Low-Back Pain: A Double-Blind, Randomized, Placebo-Controlled Trial.
Jia-Wen ZHAN ; Kai-Ming LI ; Li-Guo ZHU ; Shang-Quan WANG ; Min-Shan FENG ; Xu WEI ; Jie YU ; Bin TANG ; Xun-Lu YIN ; Tao HAN ; Ping ZHANG ; Ling-Hui LI ; Ming CHEN ; Chen-Chen SHAO
Chinese journal of integrative medicine 2022;28(11):963-970
OBJECTIVE:
To assess the efficacy and safety of Bushen Huoxue Formula (BSHXF) for the treatment of discogenic low-back pain (DLBP).
METHODS:
This was a parallel, double-blind, randomized, clinical trial performed between May 2019 and June 2020. Seventy patients were assigned by computerized random number table to the treatment group (lumbar traction and BSHXF, 35 cases) or the control group (lumbar traction and placebo, 35 cases). The patients received intervention for 3 weeks. Assessment was conducted before treatment and at week 1, 2, 3 during treatment. Primary outcome was the self-reported score of Oswestry Disability Index (ODI). Secondary outcomes included Visual Analog Scale (VAS), clinical efficacy rate by minimal clinically important difference (MCID) as well as lumbar tenderness, muscle tone and lumbar spine mobility. Adverse reactions were recorded. Follow-up was performed at 1 and 3 months after the end of treatment.
RESULTS:
In the treatment group, ODI score was significantly decreased compared with baseline (P<0.05) and the control group at 2- and 3- week treatment. Similarly, VAS score decreased compared with the baseline (P<0.05) and was lower than that in the control group at 2- and 3- week treatment (P<0.05). The clinical efficacy rate of the treatment group was higher than that of the control group after treatment [32.35% (11/34) vs. 3.13% (1/32), P<0.05). Moreover, the tenderness, and muscle tone, as well as the back extension and left flexion in lumbar spine mobility in the treatment group at 3-week treatment were significantly improved compared with the control group (P<0.05). Follow-up showed that at 1-month after treatment, the treatment group had better outcomes than the control group with regard to a total score of ODI and VAS scores, as well as clinical efficacy rate (all P<0.05). Moreover, VAS score was still significantly lower than the control group at 3-month follow-up (P<0.05). No adverse reactions were reported during the study.
CONCLUSION
BSXHF combined with lumbar traction can significantly improve the clinical symptoms including pain intensity, functionality, muscle tone, and lumbar spine mobility in DLBP patients. (Registration No. ChiCTR1900027777).
Humans
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Intervertebral Disc Degeneration/therapy*
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Low Back Pain/drug therapy*
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Lumbar Vertebrae
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Pain Measurement
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Treatment Outcome
8.Textual Research on Nelumbinis in Famous Classical Formulas
Hui-hui LIU ; Shi-bin CHEN ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):42-54
The name, origin, place of origin, medicinal parts, harvesting and processing of lotus are verified by consulting ancient Chinese herbal medicines and medical books, combined with modern literature, providing a basis for the development of famous classical formulas containing lotus. According to textual research, the original base of lotus is Nelumbo nucifera since ancient times, rhizome (Nelumbinis Rhizomatis Nodus), leaf (Nelumbinis Folium), seed (Nelumbinis Semen), embryo (Nelumbinis Plumula), receptacle (Nelumbinis Receptaculum), stamen (Nelumbinis Stamen) and other medicinal parts of N. nucifera can be used as medicine and have different clinical effects. Nelumbinis Semen was originally produced in Henan, and then gradually expanded to Jiangnan. Today, it can be cultivated and planted throughout the country, with Fujian, Hunan, and Jiangxi as the authentic production areas. After combing the medicinal parts of N. nucifera and the historical evolution of its processing, it is suggested that the dried and mature fruits of N. nucifera taking in autumn and removing the shell and Nelumbinis Plumula should be used in Qingxin Lianziyin. Nelumbinis Folium in Erdongtang should be harvested in summer and autumn, and the raw products was used as medicine and processed in accordance with the provision of the 2020 edition of Chinese Pharmacopoeia.
9.Textual Research on Perillae in Famous Classical Formulas
Jin-xiu QIAN ; Wu-wei MENG ; Hui -hui LIU ; Shi-bin CHEN ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):55-67
Based on the ancient literature of all dynasties, this article makes a systematic textual research on the name, origin, producing area, quality, harvesting and processing of Zisu (Perillae) in the famous classical formulas, so as to clarify the information of the drug in different historical periods and provide a reference for the development and utilization of the related formulas. The main origin of Perillae in the ancient literature was Perilla frutescens var. frutescens (purple leaf type), followed by P. frutescens var. acuta (purple leaf type), but not Baisu. Modern chemical composition studies also show that there are obvious differences between Perillae and Baisu, which provides a scientific basis for distinguishing them. Although they are often treated as a species in plant classification, P. frutescens var. frutescens (purple leaf type) is recommended in the development of famous classical formulas, and Baisu should be avoided. Perillae is widely distributed, but its producing area did not record in most of the literature in the past dynasties, or the producing area is described as everywhere today. In the period of the Southern and Northern dynasties, the medicinal parts of Perillae included stems, leaves and seeds, and doctors in the Ming dynasty began to pay attention to the differentiation of different medicinal parts. The harvesting and processing methods of Perillae in the past dynasties are close to that of today. Perillae Fructus is mostly stir-fried and ground into medicine, Perillae Folium and Perillae Caulis are mainly simple cleansing. In production, we can refer to the 2020 edition of Chinese Pharmacopoeia.
10.Herbal Textual Research on Dendrobii Caulis in Famous Classical Formulas
Ju-run ZHAO ; Jia-chen ZHAO ; Yi-han WANG ; Yan JIN ; Wei ZHANG ; Hua-sheng PENG ; Qiu-jie CAI ; Bing LI ; Hong-jun YANG ; Hua-min ZHANG ; Zhi-lai ZHAN
Chinese Journal of Experimental Traditional Medical Formulae 2022;28(10):215-228
Through consulting the ancient herbal and medical books, combined with the field investigation, the name, origin, collection and processing of Dendrobium medicinal materials were researched, which provided a basis for the development of famous classical formulas containing this kind of herbs. Due to the wide distribution of D. officinale, the Dendrobium species represented by D. officinale and D. huoshanense, which are short, fleshy and rich in mucus, should be the most mainstream of Dendrobium medicinal materials in previous dynasties. Compared with Shihu, Muhu with loose texture, long and hollow is born on trees. According to the characteristic description, it should be D. nobile, D. fimbriatum and so on, of which D. nobile was the mainstream. The Chinese meaning of Jinchai was confused in the past dynasties, so it was not suitable to be treated as a plant name. The production areas of Dendrobium medicinal materials in the past dynasties have changed with the discovery of varieties, artificial cultivation and other factors. Lu'an, Anhui province, was the earliest recorded in the Han and Wei dynasties. Since the Tang and Song dynasties, it had been extended to Guangdong and Guangxi, and it was considered that "Dendrobii Caulis in Guangnan was the best". In the Ming dynasty, Sichuan and Zhejiang products were highly praised, and in the Qing dynasty, Huoshan products were highly praised. Dendrobium medicinal materials had been used as medicine by stems in all dynasties. The medicinal materials were divided into fresh products and dry products. The fresh products can be used immediately after removing the sediment from the roots. The dry products need further processing, most of them used wine as auxiliary materials for steaming, simmer to paste or decoction into medicine. D. officinale and D. huoshanense have special processing specifications since the middle of Qing dynasty, that is, "Fengdou". According to the research results, in Ganluyin, the effect of Dendrobium medicinal materials is mainly heat clearing, and D. nobile with bitter taste can be selected. The main effect of Dendrobium medicinal materials in Dihuang Yinzi is tonic, D. officinale or D. huoshanense can be selected.

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