1.Changes in hepatic bile acid profile in a mouse model of metabolic-associated steatohepatitis induced by a high-fat, high-sugar, and high-cholesterol diet combined with carbon tetrachloride
Jingjing WANG ; Jinghua PENG ; Yu LIU ; Feipeng XU ; Wei LIU ; Hailin YANG ; Ping LIU
Journal of Clinical Hepatology 2025;41(4):661-669
ObjectiveTo compare the hepatic bile acid profile between a mouse model of metabolic-associated steatohepatitis (MASH) induced by a high-fat, high-sugar, and high-cholesterol diet combined with intraperitoneal injection of 10% carbon tetrachloride (CCl4) and MASH cases in clinical practice, and to investigate the feasibility of this model in studying drug interventions on bile acid profile in MASH. MethodsA total of 30 male C57BL/6J mice were randomly divided into control group and model group, with 15 mice in each group. The mice in the control group were given normal diet and drinking water and weekly injections of olive oil, and those in the model group were given a high-fat, high-sugar, and high-cholesterol diet, high-sugar drinking water, and weekly injections of CCl4+olive oil. At the end of weeks 8, 12, and 16, 5 mice were selected from each group to collect samples. Behavioral assessments were performed, and body weight and liver wet weight were measured; liver pathology and lipid deposition were evaluated by HE staining, SAF scoring, oil Red O staining, the semi-quantitative analysis of stained area, the serum levels of alanine aminotransferase (ALT) and aspartate aminotransferase (AST), and liver triglyceride (TG) content; Sirius Red staining was performed for liver tissue to assess liver fibrosis; ultra-performance liquid chromatography-tandem mass spectrometry and targeted metabolomics were used to measure the hepatic bile acid profile, including cholic acid (CA), glycocholic acid (GCA), chenodeoxycholic acid (CDCA), glycochenodeoxycholic acid (GCDCA), ursodeoxycholic acid (UDCA), tauroursodeoxycholic acid (TUDCA), hyodeoxycholic acid (HDCA), and glycodeoxycholic acid (GDCA). The independent-samples t test was used for comparison of normally distributed continuous data between two groups, and the Wilcoxon rank-sum test was used for comparison of non-normally distributed continuous data between two groups. ResultsCompared with the control group at the same time point, the model group had disheveled and dull fur, reduced activity, and relatively slow reactions at weeks 8, 12, and 16, as well as significant increases in liver wet weight (P<0.05), the serum level of ALT (P<0.05), the content of TG in the liver (P<0.05), and SAF score (P<0.05). As for the differentially expressed bile acids in liver tissue, compared with the control group at week 8, the model group had significantly higher levels of CA and CDCA and significantly lower levels of UDCA, TUDCA, HDCA, and GDCA (all P<0.05); compared with the control group at week 12, the model group had significantly higher levels of CA, GCA, CDCA, and GCDCA and significantly lower levels of UDCA and HDCA (all P<0.05); compared with the control group at week 16, the model group had significantly higher levels of CA, GCA, CDCA, GCDCA, and TUDCA and significantly lower levels of UDCA, HDCA, and GDCA (all P<0.05). As for the differentially expressed bile acids in the bile acid pool of liver tissue, compared with the control group at week 8, the model group had significantly higher levels of CA and CDCA and significantly lower levels of UDCA, TUDCA, GDCA, and HDCA (all P<0.05); compared with the control group at weeks 12 and 16, the model group had significantly higher levels of GCA and GCDCA and significantly lower levels of UDCA, GDCA, and HDCA (all P<0.05). ConclusionThere are significant changes in the hepatic bile acid profile in a mouse model of MASH induced by a high-fat, high-sugar, and high-cholesterol diet combined with CCl4, which are similar to the changes in bile acids in MASH cases in clinical practice, suggesting that this model can be used to explore the interventional effect of drugs on the bile acid profile in MASH.
2.Outcome Indicators in Randomized Controlled Trials of Traditional Chinese Medicine Intervention in Ulcerative Colitis
Yasheng DENG ; Lanfang MAO ; Jiang LIN ; Yanping FAN ; Wenyue LI ; Yonghui LIU ; Zhaobing NI ; Jinzhong YU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):245-251
To systematically review randomized controlled trials (RCTs) of traditional Chinese medicine (TCM) intervention in ulcerative colitis (UC), and analyze the characteristics of these studies and their outcome indicators, thereby providing references for the design of future RCTs of TCM intervention in UC and offering evidence supporting the clinical application of TCM in UC. A computerized search was conducted in the China National Knowledge Infrastructure (CNKI), Wanfang Data, VIP, SinoMed, PubMed, Cochrane Library, EMbase, and Web of Science databases for RCTs of TCM intervention in UC published from January 2021 to August 2024. The risk of bias was assessed, and outcome indicators were qualitatively analyzed. A total of 555 RCTs were included, with a sample size of 44 853 participants. The largest sample size was 218 cases, and the smallest was 28 cases, with most studies focusing on 60-100 participants. Of the 386 RCTs that explicitly reported TCM syndrome types, the top three were large intestine dampness-heat syndrome (31.05%), spleen and kidney yang deficiency syndrome (12.47%), and spleen deficiency with dampness syndrome (9.17%). The interventions, ranked by frequency of use, included internal Chinese medicine compounds/preparations (64.5%), Chinese medicine compounds/preparations with retained enema (18.2%), internal Chinese medicine compounds/preparations + external TCM treatment (5.95%), and external TCM treatment alone (4.86%). The treatment duration was mainly 4-8 weeks (64.86%), with 61 studies (10.99%) reporting follow-up time. A total of 157 outcome indicators were used, with a frequency of 3 460 occurrences, classified into six domains: TCM syndromes and symptoms (346 occurrences, 10%), symptoms/signs (541 occurrences, 15.64%), physical and chemical examinations (2 119 occurrences, 61.24%), quality of life (107 occurrences, 3.09%), long-term prognosis (61 occurrences, 1.76%), and safety events (284 occurrences, 8.21%). The analysis reveals several limitations in the outcome indicators of TCM intervention in UC, including the lack of a basis for sample size calculation, non-standardized TCM syndrome classification, absence of trial design and registration, inadequate blinding and allocation concealment, adherence issues with interventions, imbalanced selection of surrogate and endpoint indicators, inconsistency in the timing of outcome measurements, design issues that require standardization, and ethical and safety concerns. It is recommended that future studies actively construct a set of core indicators for UC that include standardized TCM syndrome classification, clear efficacy evaluation indicators, key endpoint indicators, and reasonable measurement time points. Long-term prognostic impacts, comprehensive assessments of patients' quality of life, and consideration of economic benefits should be emphasized, providing a basis for the clinical practice of TCM in the treatment of UC.
3.Outcome Indicators in Randomized Controlled Trials of Traditional Chinese Medicine Intervention in Ulcerative Colitis
Yasheng DENG ; Lanfang MAO ; Jiang LIN ; Yanping FAN ; Wenyue LI ; Yonghui LIU ; Zhaobing NI ; Jinzhong YU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(7):245-251
To systematically review randomized controlled trials (RCTs) of traditional Chinese medicine (TCM) intervention in ulcerative colitis (UC), and analyze the characteristics of these studies and their outcome indicators, thereby providing references for the design of future RCTs of TCM intervention in UC and offering evidence supporting the clinical application of TCM in UC. A computerized search was conducted in the China National Knowledge Infrastructure (CNKI), Wanfang Data, VIP, SinoMed, PubMed, Cochrane Library, EMbase, and Web of Science databases for RCTs of TCM intervention in UC published from January 2021 to August 2024. The risk of bias was assessed, and outcome indicators were qualitatively analyzed. A total of 555 RCTs were included, with a sample size of 44 853 participants. The largest sample size was 218 cases, and the smallest was 28 cases, with most studies focusing on 60-100 participants. Of the 386 RCTs that explicitly reported TCM syndrome types, the top three were large intestine dampness-heat syndrome (31.05%), spleen and kidney yang deficiency syndrome (12.47%), and spleen deficiency with dampness syndrome (9.17%). The interventions, ranked by frequency of use, included internal Chinese medicine compounds/preparations (64.5%), Chinese medicine compounds/preparations with retained enema (18.2%), internal Chinese medicine compounds/preparations + external TCM treatment (5.95%), and external TCM treatment alone (4.86%). The treatment duration was mainly 4-8 weeks (64.86%), with 61 studies (10.99%) reporting follow-up time. A total of 157 outcome indicators were used, with a frequency of 3 460 occurrences, classified into six domains: TCM syndromes and symptoms (346 occurrences, 10%), symptoms/signs (541 occurrences, 15.64%), physical and chemical examinations (2 119 occurrences, 61.24%), quality of life (107 occurrences, 3.09%), long-term prognosis (61 occurrences, 1.76%), and safety events (284 occurrences, 8.21%). The analysis reveals several limitations in the outcome indicators of TCM intervention in UC, including the lack of a basis for sample size calculation, non-standardized TCM syndrome classification, absence of trial design and registration, inadequate blinding and allocation concealment, adherence issues with interventions, imbalanced selection of surrogate and endpoint indicators, inconsistency in the timing of outcome measurements, design issues that require standardization, and ethical and safety concerns. It is recommended that future studies actively construct a set of core indicators for UC that include standardized TCM syndrome classification, clear efficacy evaluation indicators, key endpoint indicators, and reasonable measurement time points. Long-term prognostic impacts, comprehensive assessments of patients' quality of life, and consideration of economic benefits should be emphasized, providing a basis for the clinical practice of TCM in the treatment of UC.
4.Measurement and application of radiation field distribution in Halcyon linear accelerator treatment room
Yatao LIU ; Yanling YI ; Wentao ZHAO ; Haikuan LIU ; Xiangyu E ; Jingping YU ; Hongwei ZENG
Chinese Journal of Radiological Health 2025;34(5):740-745
Objective To measure radiation filed distribution in the treatment room of the Varian Halcyon medical linear accelerator, and to provide a basis for shielding design and potential exposure analysis of treatment rooms for this type of accelerator. Methods Under the 6 MV X-ray (FFF) mode at a maximum dose rate of 800 MU/min and a maximum irradiation field of 28.00 cm × 28.00 cm, a total of 540 MU was delivered during gantry rotation. Radiation field distribution was measured using thermoluminescence dosimeters located at multiple points in the room. The measured data were then applied to shielding calculations, and the results were compared with those obtained using empirical formulas. Results The overall radiation levels in the treatment room were in the range of 12.2 µGy/540 MU to 5.520 Gy/540 MU, with the highest dose (5.520 Gy/540 MU) observed at the isocenter, and the lowest dose (12.2 µGy/540 MU) recorded at approximately 6.5 m from the gantry head. The radiation levels at most points were within the range of 100-
5.Exploration on the Mechanism of Xiaomudan Granules in the Treatment of Non-alcoholic Fatty Liver Disease Based on mTORC1/USP20/HMGCR Pathway
Yu HUANG ; Ruijuan YAN ; Junzhe JIAO ; Shuguang YAN ; Hailiang WEI ; Zhanjie CHANG ; Jingtao LI ; Qian BIAN
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(8):110-116
Objective To observe the effects of Xiaomudan Granules on cholesterol synthesis in rats with non-alcoholic fatty liver disease(NAFLD);To explore its mechanism on the treatment of NAFLD based on mTORC1/USP20/HMGCR pathway.Methods Totally 60 SD rats were randomly divided into blank group,model group,Western medicine group(polyene phosphatidylcholine)and TCM low-,medium-and high-dosage groups(Xiaomudan Granules).The blank group was fed with ordinary diet,and the other groups were fed with high-fat diet for 12 weeks to establish NAFLD rat model.After successful modeling,each administration group was given the corresponding drug intragastric administration,and the blank group and model group were given aseptic distilled water intragastric administration for 4 weeks.Body mass and liver mass of rats were recorded,liver index was calculated,and serum alanine aminotransferase(ALT),aspartate aminotransferase(AST),total cholesterol(TC),triglyceride(TG),high density lipoprotein cholesterol(HDL-C),low density lipoprotein cholesterol(LDL-C)contents were detected by automatic biochemical analyzer,the morphological changes of liver tissue were observed by HE staining and oil red O staining,real-time fluorescence quantitative PCR and Western blot were used to detect ribosome S6 kinase(S6K),ubiquitin specific protease 20(USP20),3-hydroxy-3-methylglutaryl CoA reduction enzyme(HMGCR)mRNA and p-S6K,S6K,USP20,HMGCR protein expression in liver tissue.Results Compared with the blank group,the body mass,liver mass and liver index of rats in model group significantly increased(P<0.01,P<0.05),the volume of liver lobe increased,the edge was blunted;the contents of serum ALT,AST,TC,TG and LDL-C significantly increased,while HDL-C content significantly decreased(P<0.01);most hepatocytes showed steatosis,significant vacuole and inflammatory infiltration,increased lipid droplets,and significantly increased mRNA expression of USP20 and HMGCR in liver tissue(P<0.01)and protein expressions of p-S6K,USP20 and HMGCR(P<0.01).Compared with the model group,TCM high-dosage group and Western medicine group could significantly decrease body mass,liver mass and liver index of rats(P<0.01,P<0.05),and improve the appearance of liver;decrease the contents of ALT,AST,TC and LDL-C in serum,and increase the content of HDL-C(P<0.01,P<0.05);alleviate hepatocyte steatosis and balloon-like degeneration,reduce lipid droplet deposition,and decrease USP20,HMGCR mRNA and p-S6K,USP20,HMGCR protein expression in liver tissue(P<0.01,P<0.05).Conclusion Xiaomudan Granules may regulate cholesterol synthesis through mTORC1/USP20/HMGCR pathway,and thus play a role in the treatment of NAFLD in rats.
6.Exploration on the Mechanism of Yipi Yanggan Prescription for the Treatment of Liver Precancerous Lesion Based on M1 Type Macrophage Polarization-Chronic Inflammation-Liver Cell Malignant Transformation
Yu HUANG ; Xueyuan GOU ; Xi GUAN ; Junzhe JIAO ; Shuguang YAN ; Zhanjie CHANG ; Ruijuan YAN ; Jingtao LI
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(10):81-88
Objective To explore the mechanism of Yipi Yanggan Prescription in the treatment of precancerous lesion of liver in rats based on M1 type macrophage polarization-chronic inflammation-liver cell malignant transformation.Methods Totally 90 Wistar rats were randomly divided into blank group,model group,Hugan Tablet group and Yipi Yanggan Prescription high-,medium-and low-dosage groups,with 15 rats in each group.The blank group was injected distilled water intraperitoneally,and the other groups were injected 5 mL/kg of diethylnitrosamine intraperitoneally at 50 mg/kg per week(twice per week)for 16 weeks to induce the precancerous lesion of liver model.Starting from the second day of modeling,Yipi Yanggan Prescription high-,medium-and low-dosage groups were orally administered with 1.2,0.6 and 0.3 g/mL Yipi Yanggan Prescription,respectively.The Hugan Tablet group was orally administered with 921 mg/kg Hugan Tablet solution,the blank group and model group were orally administered with an equal amount of physiological saline for 16 consecutive weeks.The appearance of the liver was observed,ELISA was used to detect serum ALT,AST,ALP,AFU,as well as TNF-α,IL-6,iNOS and MCP-1 content,HE staining and Masson staining were used to observe the morphology of liver tissue,immunohistochemistry was used to detect the expressions of liver cell malignancy markers OV6,CK19,CD133 and EpCAM,qPCR was used to detect the mRNA expressions of CK19,CD133 and EpCAM in liver tissue,immunofluorescence co-localization was used to detect the co-expressions of M1 type macrophage markers CD68 with IL-6 and TNF-α.Results Compared with the blank group,the liver of the model group rats was hard,with a rough surface and dull edges,and a large number of nodules were visible,the contents of serum ALT,AST,ALP,AFU,TNF-α,IL-6,iNOS and MCP-1 significantly increased(P<0.01),there were large areas of dysplasia nodules,inflammatory cell infiltration,and increased collagen fibers in liver tissue,the expressions of OV6,CK19,CD133 and EpCAM in liver tissue significantly increased,and the co-expressions of CD68 with IL-6 and TNF-α significantly increased(P<0.01).Compared with the model group,the number and size of liver nodules in each treatment group of rats decreased,the contents of serum ALT,AST,ALP,AFU,TNF-α,IL-6,iNOS and MCP-1 were significantly decreased(P<0.01),hepatocellular dysplasia and inflammatory cell infiltration were significantly improved,collagen fibers decreased,and the expressions of OV6,CK19,CD133 and EpCAM in liver tissue were significantly decreased,the co-expressions of CD68 with IL-6 and TNF-α significantly decreased(P<0.05,P<0.01).Conclusion Yipi Yanggan Prescription may alleviate inflammation by inhibiting polarization of M1 type macrophages,improve liver cell malignancy,and exert therapeutic effects on rats with precancerous lesion of liver induced by diethylnitrosamine.
7.Application of magnetic resonance imaging-proton density fat fraction in liver fat quantification
Chen YANG ; Shanghai YU ; Feipeng XU ; Hua ZHANG
Journal of Clinical Hepatology 2024;40(3):600-605
Hepatic steatosis can be observed in chronic liver diseases of different etiologies. The main predisposing factors for hepatic steatosis include chronic viral hepatitis, cholestatic liver disease, alcoholic liver disease, and nonalcoholic fatty liver disease. Simple fatty liver disease is the initial manifestation of hepatic steatosis, followed by steatohepatitis, liver fibrosis, liver cirrhosis, and even hepatocellular carcinoma. With the development of medical imaging technology, magnetic resonance imaging-proton density fat fraction (MRI-PDFF) has been widely used in the diagnosis of fatty liver disease (FLD) in clinical practice. MRI-PDFF is gradually becoming the gold standard for the noninvasive diagnosis of FLD due to its high accuracy and good repeatability. This article reviews the clinical application of MRI-PDFF in liver fat quantification and related research advances.
8.Traditional Chinese Medicine Syndrome Element, Evolutionary Patterns of Patients with Hepatitis B Virus-Related Acute on Chronic Liver Failure at Different Stages: A Multi-Center Clinical Study
Simiao YU ; Kewei SUN ; Zhengang ZHANG ; Hanmin LI ; Xiuhui LI ; Hongzhi YANG ; Qin LI ; Lin WANG ; Xiaozhou ZHOU ; Dewen MAO ; Jianchun GUO ; Yunhui ZHUO ; Xianbo WANG ; Xin DENG ; Jiefei WANG ; Wukui CAO ; Shuqin ZHANG ; Mingxiang ZHANG ; Jun LI ; Man GONG ; Chao ZHOU
Journal of Traditional Chinese Medicine 2024;65(12):1262-1268
ObjectiveTo explore the syndrome elements and evolving patterns of patients with hepatitis B virus-related acute on chronic liver failure (HBV-ACLF) at different stages. MethodsClinical information of 1,058 hospitalized HBV-ACLF patients, including 618 in the early stage, 355 in the middle stage, and 85 in the late stage, were collected from 18 clinical centers across 12 regions nationwide from January 1, 2012 to February 28, 2015. The “Hepatitis B-related Chronic and Acute Liver Failure Chinese Medicine Clinical Questionnaire” were designed to investigate the basic information of the patients, like the four diagnostic information (including symptoms, tongue, pulse) of traditional Chinese medicine (TCM), and to count the frequency of the appearance of the four diagnostic information. Factor analysis and cluster analysis were employed to determine and statistically analyze the syndrome elements and patterns of HBV-ACLF patients at different stages. ResultsThere were 76 four diagnostic information from 1058 HBV-ACLF patients, and 53 four diagnostic information with a frequency of occurrence ≥ 5% were used as factor analysis entries, including 36 symptom information, 12 tongue information, and 5 pulse information. Four types of TCM patterns were identified in HBV-ACLF, which were liver-gallbladder damp-heat pattern, qi deficiency and blood stasis pattern, liver-kidney yin deficiency pattern, and spleen-kidney yang-deficiency pattern. In the early stage, heat (39.4%, 359/912) and dampness (27.5%, 251/912) were most common, and the pattern of the disease was dominated by liver-gallbladder damp-heat pattern (74.6%, 461/618); in the middle stage, dampness (30.2%, 187/619) and blood stasis (20.7%, 128/619) were most common, and the patterns of the disease were dominated by liver-gallbladder damp-heat pattern (53.2%, 189/355), and qi deficiency and blood stasis pattern (27.6%, 98/355); and in the late stage, the pattern of the disease was dominated by qi deficiency (26.3%, 40/152) and yin deficiency (20.4%, 31/152), and the patterns were dominated by qi deficiency and blood stasis pattern (36.5%, 31/85), and liver-gallbladder damp-heat pattern (25.9%, 22/85). ConclusionThere are significant differences in the distribution of syndrome elements and patterns at different stages of HBV-ACLF, presenting an overall trend of evolving patterns as "from excess to deficiency, transforming from excess to deficiency", which is damp-heat → blood stasis → qi-blood yin-yang deficiency.
9.Discussion on the Difference of Acupuncture Points Efficacy in Improving Ulcerative Colitis by"Zusanli"or"Neiguan"Based on Transcriptomics Data
Longcong DONG ; Ruibin ZHANG ; Yuan SHEN ; Hongying LI ; Qin HUANG ; Shuguang YU ; Qiaofeng WU
World Science and Technology-Modernization of Traditional Chinese Medicine 2024;26(1):119-128
Objective To observe the intervention effect of acupuncture at"Zusanli"(ST36)or"Neiguan"(PC6)on the ulcerative colitis(UC)model mice.And to analyze the similarities and differences of gene transcription expression between the diseased colon and the non-diseased heart after acupuncture intervention by using transcriptomics,to explore whether there are efficacy differences between the two acupoints.Methods The UC mouse model was established by inducing dextran sulfate sodium salt(DSS).After successful modeling,the mice were randomly divided into model group,Zusanli group,and Neiguan group,with 9 mice in each group.Zusanli group and Neiguan group intervened with acupuncture at"Zusanli"and"Neiguan",respectively,30 min each time,once a day,for 5 consecutive days.The control and model groups were only bound without acupuncture.Observe the general situation of mice in each group,calculate the disease activity index(DAI),observe the morphological changes of colon tissue by HE staining.Use transcriptome sequencing technology to sequence and biologically analyze the colon tissue of mice in each group,and compare and study whether the two acupoints have differences in acupoint efficacy from the perspective of diseased tissue.At the same time,take the heart tissues of each group for comparative analysis,and discuss whether the effects of the two acupoints are different from the perspective of non-diseased tissue.Results Compared with control group,the DAI score of the model group increased significantly(P<0.001),and HE staining results showed significant pathological damage;after acupuncture at Zusanli or Neiguan,the DAI scores of UC mice were reduced considerably(P<0.05),and the pathological damage was significantly improved.The results of transcriptome sequencing and bioinformatics analysis showed that the effects of acupuncture at Zusanli or Neiguan on the colon of diseased tissue involved multiple genes,and 825 differential genes with similar changes(co-DEGs)were mainly enriched in white blood cells and chemokine pathways;there were 168 differentially expressed genes(ST36 only-DEGs)affected only by Zusanli,which were enriched to gastric acid secretion and other pathways;there were 325 differentially expressed genes(PC6 only-DEGs)only affected by Neiguan,which were enriched in cytokine-cytokine receptor interaction and other pathways.There were 95 co-DEGs in the heart of non-diseased tissue,which were mainly enriched in positive regulation of defense response and response to interleukin-1;there were 28 ST36 only-DEGs;there were114 PC6 only-DEGs,which were enriched in cardiovascular diseases and other pathways.Conclusion Acupuncture of"Zusanli"and"Neiguan"could improve UC mice's symptoms and pathological colon changes.However,through transcriptomic analysis,it was found that the two acupoints had differences in gene transcription effects on the colon of diseased tissue and the heart of non-diseased tissue,suggesting that acupoints with different distribution positions had some similarities in macro efficacy.Still,there were some differences at a micro level.
10.Research progress on experimental models of idiopathic pulmonary fibrosis
Zhihui LI ; Xueqing YU ; Shuguang YANG ; Ningxia YU ; Danyang ZANG
Acta Laboratorium Animalis Scientia Sinica 2024;32(1):118-127
Idiopathic pulmonary fibrosis(IPF)is a chronic,progressive interstitial lung disease.IPF incidence is increasing yearly with high mortality and poor prognoses.At present,IPF pathogenesis remains unclear,and its treatments are limited.The experimental model is important to further study IPF pathogenesis and explore effective preventive and therapeutic measures.In recent years,its modeling method have been continuously developed and optimized.This study summarizes the establishment method and research progress of IPF experimental models in recent years to provide ideas and references for preclinical research to select appropriate experimental models.

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