1.Effect and mechanism of Astragalus polysaccharide on peritoneal fibrosis and angiogenesis in peritoneal dialysis rats
Xue FENG ; Bin PENG ; Li FENG ; Shuangyi ZHU ; Xi HU ; Wei XIONG ; Zhi GAO
China Pharmacy 2024;35(6):712-717
OBJECTIVE To investigate the effect and mechanism of Astragalus polysaccharide (APS) on peritoneal fibrosis and angiogenesis in rats with peritoneal dialysis (PD). METHODS Rats were randomly divided into normal control group (Control group), model group (PD group), 70 mg/kg APS group (APS-L group), 140 mg/kg APS group (APS-H group), and 140 mg/kg APS+40 mg/kg hypoxia-inducible factor-1α (HIF-1α) agonist DMOG group (APS-H+DMOG group), with 12 rats in each group. PD rat models were constructed in the last four groups of rats. Administration groups were given APS intragastrically and DMOG intraperitoneally. Control group and PD group were given constant volume of normal saline intragastrically, once a day, for 4 consecutive weeks. After the last medication, the peritoneal ultrafiltration (UF), mass transfer of glucose (MTG), the levels of serum creatinine (Scr) and blood urea nitrogen (BUN) were detected in rats; peritoneal histomorphology and peritoneal fibrosis (peritoneal thickness and proportion of collagen fiber deposition) were observed; the microvascular density and the expression levels of α-smooth muscle actin (α-SMA), laminin (LN), HIF-1α and vascular endothelial growth factor (VEGF) proteins were detected in peritoneal tissue of rats. RESULTS Compared with Control group, the mesothelium of rats in the PD group was loosely arranged and shed, inflammatory cells infiltrated, the peritoneal thickness and proportion of collagen fiber deposition were increased significantly (P<0.05). The levels of MTG, Scr and BUN in serum, microvascular density and the expressions of α-SMA, LN, HIF-1α and VEGF proteins were significantly increased, while the level of UF was significantly decreased (P< 0.05); compared with PD group, the levels of above indexes were significantly reversed in APS-L and APS-H groups (P<0.05), and the improvement of APS-H group was better than APS-L group (P<0.05). Compared with APS-H group, the levels of above indexes in APS-H+DMOG group were all reversed (P<0.05). CONCLUSIONS APS inhibits peritoneal fibrosis and angioge-nesis in PD rats by inhibiting HIF-1α/VEGF signaling pathway.
2.Effect and Mechanism of Total Saponins from Panax Japonicus on White Adipose Tissue Browning/Brown Adipose Tissue Activation in High-fat Diet-induced Mice
Shuwen WANG ; Yaqi HU ; Rui WANG ; Yifan ZHANG ; Mengzhen XUE ; Yaqi WANG ; Fangqi XIA ; Leiqi ZHU ; Chengfu YUAN
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(2):71-78
ObjectiveTo investigate the effect and mechanism of total saponins from Panax japonicus (TSPJ) on white adipose tissue (WAT) browning/brown adipose tissue (BAT) activation in C57BL6/J male mice fed on a high-fat diet (HFD). MethodThirty-two C57BL6/J male mice (8-week-old) were randomly divided into a normal group, a model group, a low-dose TSPJ group, and a high-dose TSPJ group. The mice in the low-dose and high-dose TSPJ groups were given TSPJ for four months by gavage at 25, 75 mg·kg-1·d-1, respectively, and those in the other groups were given 0.5% sodium carboxymethyl cellulose (CMC-Na) accordingly. After four months of feeding, all mice were placed at 4 ℃ for acute cold exposure, and the core body temperature was monitored. Subsequently, all mice were sacrificed, and BAT and inguinal WAT (iWAT) were separated rapidly to detect the corresponding indexes. Hematoxylin-eosin (HE) staining was used to observe the morphological changes in each group. The effect of TSPJ on the mRNA expression of uncoupling protein 1 (UCP1), fatty acid-binding protein 4 (FABP4), cytochrome C (CytC), PR domain-containing protein 16 (PRDM16), elongation of very long chain fatty acids protein 3 (ELOVL3), peroxisome proliferator-activated receptor γ (PPARγ), and peroxisome proliferator-activated receptor-γ coactivator-1α (PGC-1α) in iWAT and BAT was detected by Real-time polymerase chain reaction (Real-time PCR). Western blot was also used to detect the protein expression of UCP1, PRDM16, PPARγ, and PGC-1α in BAT and iWAT of each group. The effect of TSPJ on UCP1 expression in BAT and iWAT was detected by immunohistochemistry. Result① Compared with the model group, TSPJ could decrease the body weight and proportions of iWAT and BAT in the HFD-induced mice (P<0.05, P<0.01). ② The body temperature of mice in the model group decreased compared with that in the normal group in the acute cold exposure tolerance test (P<0.05). The body temperature in the high-dose TSPJ group increased compared with that in the model group (P<0.01). ③ Compared with the normal group, the model group showed increased adipocyte diameter in iWAT and BAT and decreased number of adipocytes per unit area. Compared with the model group, the TSPJ groups showed significantly reduced cell diameter and increased number of cells per unit area, especially in the high-dose TSPJ group. ④ Compared with the normal group, the model group showed decreased mRNA expression of FABP4, UCP1, CytC, PRDM16, ELOVL3, PGC-1α, and PPARγ in adipose tissues of mice (P<0.05, P<0.01). Compared with the model group, after intervention with TSPJ, the mRNA expression was significantly up-regulated (P<0.05, P<0.01). ⑤ Compared with the normal group, the model group showed decreased protein expression of UCP1, PRDM16, PPARγ, and PGC-1α in adipose tissues of mice (P<0.05, P<0.01). Compared with the model group, after intervention with TSPJ, the protein expression increased significantly (P<0.05, P<0.01). ConclusionTSPJ could induce the browning of iWAT/BAT activation and enhance adaptive thermogenesis in obese mice induced by HFD. The underlying mechanism may be attributed to the activation of the PPARγ/PGC-1α signaling pathway.
3.The difference of regional homogeneity of resting-state brain activity between overweight and normal weight male patients with type 2 diabetes mellitus
Han XU ; Min WANG ; Yali DING ; Min ZHANG ; Tian HUANG ; Xue CHAI ; Jun HU ; Kaitang ZHU
Journal of Practical Radiology 2024;40(2):181-185
Objective To explore the differences of regional homogeneity(ReHo)between overweight and normal weight male patients with type 2 diabetes mellitus(T2DM)during rest and their correlations with clinical features.Methods Twenty-five untreated male overweight T2DM(OW-T2DM)patients,25 untreated male normal weight T2DM(NW-T2DM)patients and 25 healthy controls(HC)were enrolled.The brain structure and resting-state functional magnetic resonance imaging(rs-fMRI)data were collected from all subjects.The brain structure and rs-fMRI data were preprocessed,and ReHo values of all brain regions were calculated for all subjects.ReHo values were compared among three groups and between groups respectively via the methods of one-way analysis of variance and two-sample t-test.To address the problem of multiple comparisons,the method of AlphaSim was performed(the threshold was set at P<0.005,the number of voxel clusters was>12).In addition,Pearson correlation analysis was performed to explore the relationships between ReHo values of the abnormal brain regions and clinical features in patients.Results(1)The brain regions showed differences of ReHo values among three groups were mainly distributed in the right hemisphere,including the superior parietal gyrus,superior marginal gyrus and superior occipital gyrus;(2)Compared with HC,NW-T2DM patients showed significantly decreased ReHo values in the right medial superior frontal gyrus,right middle cingulate gyrus and left anterior cingulate gyrus;(3)Compared with HC,OW-T2DM patients showed significantly decreased ReHo values in the bilateral postcentral gyrus and bilateral middle cingulate gyrus;(4)Compared with NW-T2DM patients,OW-T2DM patients showed significantly decreased ReHo values in the right superior parietal gyrus,right superior occipital gyrus and left cuneus;(5)ReHo values of the right medial superior frontal gyrus and right superior parietal gyrus were negatively correlated with hemoglobinA1c(HbA1c)level and body mass index(BMI),respectively,in all patients.Conclusion The occurrence of T2DM in male patients may lead to the declined activity of brain regions located in the default mode network(DMN),while overweight may further lead to decreased brain activity within the attention and visual recognition network in male T2DM patients.
4.Effects of distal tibial tuberosity-high tibial osteotomy on ankle angle on coronal plane
Yuetong YIN ; Guangyu ZHU ; Xiangdong TIAN ; Yetong TAN ; Sheng MA ; Zhipeng XUE ; Yuanyi HU ; Xiaomin LI
Chinese Journal of Tissue Engineering Research 2024;28(21):3349-3354
BACKGROUND:Distal tibial tuberosity-high tibial osteotomy is a surgical treatment for knee osteoarthritis,but there is still a lack of clinical studies on its effect on ankle joints. OBJECTIVE:To observe the effects of distal tibial tuberosity-high tibial osteotomy on ankle angle on coronal plane of the radiography of the full length of lower limb in weight loading. METHODS:Data of 40 patients(41 knees)with distal tibial tuberosity-high tibial osteotomy from March 2021 to March 2022 were retrospectively analyzed,including 31 females and 9 males,20 left knees and 21 right knees,aged 49-75 years,mean(63.44±6.57)years.The radiographic data of the full length of the lower limb in weight loading were collected before,week 2 and week 48 postoperatively.Hip-knee-ankle angle,talar tilt angle,tilt angle of the ankle,tibiocrural angle,and tibial articular surface angle were measured before and after surgery. RESULTS AND CONCLUSION:(1)Hip-knee-ankle angle improved from(-6.24±3.69)° before operation to(2.59±3.49)° week 2 postoperatively and(2.15±3.49)° week 48 postoperatively.The tilt angle of the ankle changed from(-7.90±3.11)° before operation to(-2.51±2.59)° week 2 postoperatively and(-2.46±2.42)° week 48 postoperatively,with statistically significant difference(P<0.001).(2)There was no significant difference in talar tilt angle,tibiocrural angle,and tibial articular surface angle before and week 2 postoperatively.(3)No significant difference in the angle changes was detected between week 2 and week 48 postoperatively.(4)It is indicated that distal tibial tuberosity-high tibial osteotomy can not only correct genu varus but also improve ankle angle.This result remains stable after 48 weeks of weight-bearing activities.
5.Effect and mechanism of pachymic acid on renal function and fibrosis in rats with chronic renal failure
Bin PENG ; Xue FENG ; Li FENG ; Wei XIONG ; Xi HU ; Shuangyi ZHU ; Yang XIAO ; Fang CHEN ; Zhi GAO
China Pharmacy 2024;35(12):1489-1494
OBJECTIVE To investigate the effect of pachymic acid (PA) on renal function and fibrosis in chronic renal failure (CRF) rats and its potential mechanism based on the Ras homolog gene family member A (RhoA)/Rho-associated coiled-coil forming protein kinase (ROCK) signaling pathway. METHODS Using male SD rats as subjects, the CRF model was established by 5/6 nephrectomy; the successfully modeled rats were divided into model group, PA low-dose, medium-dose and high-dose groups (5, 10, 20 mg/kg PA), high-dose PA+ROCK pathway activator lysophosphatidic acid (LPA) group (20 mg/kg PA+1 mg/kg LPA), with 15 rats in each group. Another 15 rats were selected as the sham operation group with only the kidney exposed but not excised. The rats in each drug group were gavaged and/or injected with the corresponding liquid via the caudal vein, once a day, for 12 consecutive weeks. During the experiment, the general condition of rats was observed in each group. After the last administration, the serum renal function indexes (blood urea nitrogen, serum creatinine, uric acid) of rats in each group were detected, the renal histopathological changes were observed; the renal tubule injury score and the area of renal fibrosis were quantified. The levels of oxidative stress indexes [malondialdehyde (MDA), superoxide dismutase (SOD)] and inflammatory factors (tumor necrosis factor-α, interleukin-1β, interleukin-6), the positive expression rates of connective tissue growth factor (CTGF) and collagen Ⅰ were detected as well as the expression levels of pathway-related proteins (RhoA, ROCK1) and fibrosis- related proteins (transforming growth factor-β1, bare corneum homologs 2, α-smooth muscle actin) were determined. RESULTS Compared with the sham operation group, the rats in model group had reduced diet, smaller body size, listless spirit and sluggish response, reduced and atrophied glomeruli, dilated renal tubules with chaotic structure, and a large number of inflammatory cells infiltrated interstitium; the serum levels of renal function indexes, renal tubule injury score, renal fibrosis area proportion, the levels of MDA and inflammatory factors, the positive expression rates of CTGF and collagen Ⅰ, and the expression levels of pathway-related proteins and fibrosis-related proteins in renal tissues were significantly increased, while SOD level was significantly decreased (P<0.05). Compared with the model group, the general condition and pathological injuries of kidney tissue of rats in PA groups were improved to varying degrees,and the above quantitative indexes were significantly improved in a dose-dependent manner (P<0.05). LPA could significantly reverse the improvement effect of PA on the above indicators (P<0.05). CONCLUSIONS PA can improve renal function and alleviate renal fibrosis in CRF rats, which may be related to inhibiting the activation of RhoA/ROCK signaling pathway.
6.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.
7.Long non-coding RNA AW112010 improves insulin resistance in adipocytes of aging mice through the miR-204/POU2F2 axis
Rui WANG ; Shuwen WANG ; Yifan ZHANG ; Yaqi HU ; Qi YUAN ; Yuan WEN ; Xiaoling CHEN ; Ting LU ; Ying ZHENG ; Zhiyong LIN ; Mengzhen XUE ; Yaqi WANG ; Fangqi XIA ; Leiqi ZHU ; Chengfu YUAN
Chinese Journal of Endocrinology and Metabolism 2024;40(1):44-52
Objective:To investigate whether long non-coding RNA(lncRNA) AW112010 can improve insulin resistance in aging adipocytes through the miR-204/POU2F2 signaling pathway.Methods:In vivo experiment: C57BL/6 mice were divided into young control group(4 months old) and aging model group(18 months old) based on body weight. The expression levels of AW112010, miR-204-5p, POU2F2, aging related indicators(p16, p21), and insulin signaling pathway genes [insulin receptor(INSR), insulin receptor substrate 1(IRS1), phosphatidylinositol kinase(PI3K), protein kinase B(AKT)] in epididymal adipose tissue were detected using real-time fluorescence quantitative PCR(RT-qPCR) and Western blotting. In vitro experiment: Using adriamycin(ADR) to induce 3T3-L1 aging adipocyte model, β-gal staining was used to observe cellular senescence, and miR-204 inhibitor and miR-204 mimic small interfering RNA were successfully constructed and transfected into 3T3-L1 adipocytes. Results:RT-qPCR and Western blot results showed that compared with the young group, the expression of AW112010 in the adipose tissue of aging mice was increased, while the expression of miR-204-5p was decreased. The expressions of POU2F2, p16, and p21 in the adipose tissue of aging mice were increased, while the expressions of INSR, IRS1, PI3K, GLUT4 mRNA and protein were decreased. The β-gal stainging results showed that the number of 3T3-L1 senescent adipocytes induced by ADR was significantly increased, and the expression levels of AW112010, POU2F2, p16, and p21 in ADR-induced senescent adipocytes were increased compared with the control group, while the expression levels of miR-204-5p, INSR, IRS1, PI3K, GLUT4 were decreased, and remaining glucose in the culture medium was increased. Compared with control, overexpression of miR-204 resulted in decreased expressions of aging indicators p16, p21, and target gene POU2F2 while the expressions of INSR and GLUT4 were increased.Conclusion:Upregulation of lncRNA AW112010 in adipocytes of aging mice may induce insulin resistance by targeting miR-204-5p/POU2F2/IRS1.
8.Incidence of common gene mutations in early-onset colorectal cancer and the association with cancer survival: a meta-analysis
Rongqi ZHANG ; Shuhui LI ; Tianjie HU ; Liying XU ; Yingshuang ZHU ; Xue LI
Chinese Journal of Gastrointestinal Surgery 2024;27(5):495-506
Objective:The incidence of early-onset colorectal cancer (EOCRC) is increasing globally; however, the molecular characteristics and prognosis of sporadic EOCRC are unclear. In this systematic review and meta-analysis, we aimed to investigate the incidence of gene mutations and their association with cancer survival in sporadic EOCRC, focusing on six common gene mutations ( TP53, BRAF, KRAS, NRAS, PTEN, and APC). Methods:Ovid Embase and Ovid Medline electronic databases were searched for studies involving patients with sporadic EOCRC (i.e., diagnosed with colorectal cancer before the age of 50 years and with no evidence of hereditary syndromes predisposing to colorectal cancer). The included articles were evaluated using quality assessment tools. Meta-analysis was performed using random-effects and fixed-effects models. Cochran's Q statistic and the I2 index were used to assess heterogeneity. The incidence of the six common gene mutations listed above in sporadic EOCRC and their association with cancer survival were evaluated.Results:(1) Incidence of specific gene mutations in sporadic EOCRC. A total of 34 articles were included in this meta-analysis. The incidence of APC gene mutation was 36% (from 13 articles, 95%CI: 19%-55%, P=0.043); of KRAS gene mutation 30% (from 26 articles, 95%CI: 24%-35%, P=0.190); of BRAF gene mutation 7% (from 18 articles, 95%CI: 5%-11%, P=0.422); of NRAS gene mutation 4% (from five articles, 95%CI: 3%-5%, P=0.586); of PTEN gene mutation 6% (from six articles, 95%CI: 4%-10%, P=0.968); and of TP53 gene mutation 59% (from 13 articles, 95%CI: 49%-68%, P=0.164). (2) Association between gene mutations and survival in sporadic EOCRC . A total of six articles were included in this meta-analysis. Compared with wild-type BRAF, mutant BRAF was significantly associated with increased overall mortality risk in patients with EOCRC (pooled HR=2.85, 95%CI: 1.45-5.60, P=0.002). Subgroup analysis showed that the incidence of BRAF gene mutation was higher in Eastern than in Western countries, whereas the incidence of TP53, KRAS, NRAS, and APC gene mutations was lower. There was no significant difference in the incidence of PTEN gene mutation between different regions. Conclusion:Compared with colorectal cancer occurring in the general population, the incidence of APC and KRAS mutations is lower in EOCRC, whereas the incidence of TP53 mutation remains consistent. BRAF mutation is associated with increased overall mortality risk in patients with EOCRC.
9.The application of full-length urethral preservation without anastomosis in single-port laparoscopic radical prostate cancer
Qingyi ZHU ; Jianzhong LIN ; Baixin SHEN ; Yong WEI ; Luming SHEN ; Jianguo ZHU ; Xue HE ; Haibin HU ; Min GU
Chinese Journal of Surgery 2024;62(2):162-166
Objective:To preliminarily examine the feasibility and outcome of single-port laparoscopic radical prostatectomy with full-length urethral preservation (FLUP-SPRP).Method:This study was a prospective case series study. A total of 25 patients with prostate cancer who met the enrollment criteria and agreed to this surgical procedure from March 2022 to December 2022 were collected at the Department of Urology, the Second Affiliated Hospital of Nanjing Medical University. The age of the patients was (67.2±7.6) years (range: 61 to 76 years). This novel procedure was performed by an experienced surgeon who performed single hole radical prostatectomy skillfully. Patient urinary control, tumor control, and related surgical complications after surgery were regularly monitored. Postoperative urinary control was evaluated using the daily amount of urine pad, 0 to 1 piece of urine pad was to restore urinary control, and 0 to 1 piece of pad within 24 hours after catheter removal was immediate urinary control.Result:All prodecures were successfully completed without transit to open surgery. The surgical time was (128.4±22.4) minutes (range: 100 to 145 minutes), the intraoperative blood loss was (68.2±13.7) ml (range: 50 to 120 ml). The urethral injury occurred in 4 cases during surgery and was repaired by sutures. The urinary control recovery rates within 24 hours, 1 week, 4 weeks, and 7 weeks after surgery were 80.0%, 84.0%, 92.0% and 100%, respectively. Postoperative large section pathology revealed 1 case with a positive basal margin of the prostate and negative margins of all prostate glands around the urethra. Postoperative complications included urinary tract infection in 3 cases, urodynia in 2 cases, and acute urinary retention in 1 case. MRI follow-up 3 months after surgery showed normal anatomy of the bladder and urethra. The follow-up values of prostate specific antigen at 3 and 6 months after surgery were less than 0.1 μg/L.Conclusions:The preliminary results of this study indicate that the FLUP-SPRP procedure is safe and feasible. The early results of postoperative urinary control and oncology are as expected.
10.Risk factors and prediction model for periprosthetic femoral fracture after total knee arthroplasty in the elderly
Meng ZHU ; Xue-Yu HU ; Ting-Ting ZHAO ; Rong QIU ; Ke LEI ; Yao SONG
Journal of Regional Anatomy and Operative Surgery 2024;33(2):157-161
Objective To investigate the risk factors of periprosthetic femoral fracture(PFF)after total knee arthroplasty(TKA)in the elderly and to construct a predictive model for the prevention of PFF after clinical operation.Methods The clinical data of 537 elderly patients who underwent TKA in the orthopedic department of the First Affiliated Hospital of Air Medical University from October 2016 to October 2021 were retrospectively analyzed.The occurrence of PFF during the follow-up period was statistically analyzed and the clinical data were collected.Binary Logistic regression was used to analyze the risk factors of PFF after TKA in the elderly,and a predictive model of PFF after TKA in the elderly was constructed based on the risk factors.Receiver operating characteristic(ROC)curve and Hosmer-Lemeshow(H-L)were used to test the discrimination and calibration of prediction model.Results The patients were followed up for 12 to 72 months after discharge,with a median time of 47 months.During the follow-up period,31 patients(5.77%)developed PFF.Age,osteoporosis,Parkinson's disease and anterior femoral notch(AFN)were the risk factors for PFF after TKA in the elderly(P<0.05),and cross fixation of prosthesis and bone cement fixation were the protective factors(P<0.05).The results of H-L test showed that the risk prediction model of PFF after TKA in the elderly had good calibration(P>0.05).ROC curve analysis showed that the risk prediction model of PFF after TKA in the elderly has high discrimination(area under the curve was 0.858,95%CI:0.826 to 0.887),the sensitivity was 83.87%,the specificity was 88.34%.Conclusion The risk of PFF after TKA in the elderly is high,and prevention should be carried out according to the high risk factors.The prediction model constructed based on the high risk factors has good prediction efficiency.

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