1.C/EBPβ-Lin28a positive feedback loop triggered by C/EBPβ hypomethylation enhances the proliferation and migration of vascular smooth muscle cells in restenosis.
Xiaojun ZHOU ; Shan JIANG ; Siyi GUO ; Shuai YAO ; Qiqi SHENG ; Qian ZHANG ; Jianjun DONG ; Lin LIAO
Chinese Medical Journal 2025;138(4):419-429
BACKGROUND:
The main cause of restenosis after percutaneous transluminal angioplasty (PTA) is the excessive proliferation and migration of vascular smooth muscle cells (VSMCs). Lin28a has been reported to play critical regulatory roles in this process. However, whether CCAAT/enhancer-binding proteins β (C/EBPβ) binds to the Lin28a promoter and drives the progression of restenosis has not been clarified. Therefore, in the present study, we aim to clarify the role of C/EBPβ-Lin28a axis in restenosis.
METHODS:
Restenosis and atherosclerosis rat models of type 2 diabetes ( n = 20, for each group) were established by subjecting to PTA. Subsequently, the difference in DNA methylation status and expression of C/EBPβ between the two groups were assessed. EdU, Transwell, and rescue assays were performed to assess the effect of C/EBPβ on the proliferation and migration of VSMCs. DNA methylation status was further assessed using Methyltarget sequencing. The interaction between Lin28a and ten-eleven translocation 1 (TET1) was analysed using co-immunoprecipitation (Co-IP) assay. Student's t -test and one-way analysis of variance were used for statistical analysis.
RESULTS:
C/EBPβ expression was upregulated and accompanied by hypomethylation of its promoter in restenosis when compared with atherosclerosis. In vitroC/EBPβ overexpression facilitated the proliferation and migration of VSMCs and was associated with increased Lin28a expression. Conversely, C/EBPβ knockdown resulted in the opposite effects. Chromatin immunoprecipitation assays further demonstrated that C/EBPβ could directly bind to Lin28a promoter. Increased C/EBPβ expression and enhanced proliferation and migration of VSMCs were observed after decitabine treatment. Further, mechanical stretch promoted C/EBPβ and Lin28a expression accompanied by C/EBPβ hypomethylation. Additionally, Lin28a overexpression reduced C/EBPβ methylation via recruiting TET1 and enhanced C/EBPβ-mediated proliferation and migration of VSMCs. The opposite was noted in Lin28a knockdown cells.
CONCLUSION
Our findings suggest that the C/EBPβ-Lin28a axis is a driver of restenosis progression, and presents a promising therapeutic target for restenosis.
Animals
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Cell Proliferation/genetics*
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Cell Movement/genetics*
;
Muscle, Smooth, Vascular/metabolism*
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Rats
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DNA Methylation/physiology*
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CCAAT-Enhancer-Binding Protein-beta/genetics*
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Male
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Myocytes, Smooth Muscle/cytology*
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Rats, Sprague-Dawley
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RNA-Binding Proteins/genetics*
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Cells, Cultured
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Coronary Restenosis/metabolism*
2.Effect and mechanism of Xintong Granules in ameliorating myocardial ischemia-reperfusion injury in rats by regulating gut microbiota.
Yun-Jia WANG ; Ji-Dong ZHOU ; Qiu-Yu SU ; Jing-Chun YAO ; Rui-Qiang SU ; Guo-Fei QIN ; Gui-Min ZHANG ; Hong-Bao LIANG ; Shuai FENG ; Jia-Cheng ZHANG
China Journal of Chinese Materia Medica 2025;50(14):4003-4014
This study investigates the mechanism by which Xintong Granules improve myocardial ischemia-reperfusion injury(MIRI) through the regulation of gut microbiota and their metabolites, specifically short-chain fatty acids(SCFAs). Rats were randomly divided based on body weight into the sham operation group, model group, low-dose Xintong Granules group(1.43 g·kg~(-1)·d~(-1)), medium-dose Xintong Granules group(2.86 g·kg~(-1)·d~(-1)), high-dose Xintong Granules group(5.72 g·kg~(-1)·d~(-1)), and metoprolol group(10 mg·kg~(-1)·d~(-1)). After 14 days of pre-administration, the MIRI rat model was established by ligating the left anterior descending coronary artery. The myocardial infarction area was assessed using the 2,3,5-triphenyltetrazolium chloride(TTC) staining method. Apoptosis in tissue cells was detected by the terminal deoxynucleotidyl transferase-mediated dUTP nick-end labeling(TUNEL) assay. Pathological changes in myocardial cells and colonic tissue were observed using hematoxylin-eosin(HE) staining. The levels of tumor necrosis factor-α(TNF-α), interleukin-1β(IL-1β), interleukin-6(IL-6), creatine kinase MB isoenzyme(CK-MB), and cardiac troponin T(cTnT) in rat serum were quantitatively measured using enzyme-linked immunosorbent assay(ELISA) kits. The activities of lactate dehydrogenase(LDH), creatine kinase(CK), and superoxide dismutase(SOD) in myocardial tissue, as well as the level of malondialdehyde(MDA), were determined using colorimetric assays. Gut microbiota composition was analyzed by 16S rDNA sequencing, and fecal SCFAs were quantified using gas chromatography-mass spectrometry(GC-MS). The results show that Xintong Granules significantly reduced the myocardial infarction area, suppressed cardiomyocyte apoptosis, and decreased serum levels of pro-inflammatory cytokines(TNF-α, IL-1β, and IL-6), myocardial injury markers(CK-MB, cTnT, LDH, and CK), and oxidative stress marker MDA. Additionally, Xintong Granules significantly improved intestinal inflammation in MIRI rats, regulated gut microbiota composition and diversity, and increased the levels of SCFAs(acetate, propionate, isobutyrate, etc.). In summary, Xintong Granules effectively alleviate MIRI symptoms. This study preliminarily confirms that Xintong Granules exert their inhibitory effects on MIRI by regulating gut microbiota imbalance and increasing SCFA levels.
Animals
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Gastrointestinal Microbiome/drug effects*
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Rats
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Male
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Myocardial Reperfusion Injury/genetics*
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Drugs, Chinese Herbal/administration & dosage*
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Rats, Sprague-Dawley
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Apoptosis/drug effects*
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Humans
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Tumor Necrosis Factor-alpha/metabolism*
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Interleukin-6/genetics*
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Malondialdehyde/metabolism*
3.Profiling the chemical differences of diterpenoid alkaloids in different processed products of Aconiti Lateralis Radix Praeparata by UHPLC-LTQ-Orbitrap mass spectrometry combined with untargeted metabolomics and mass spectrometry imaging.
Yang YU ; Changliang YAO ; Jianqing ZHANG ; Yong HUANG ; Shuai YAO ; Hua QU ; Tong ZHANG ; Dean GUO
Chinese Journal of Natural Medicines (English Ed.) 2025;23(8):1009-1015
Aconiti Lateralis Radix Praeparata (Fuzi) represents a significant traditional Chinese medicine (TCM) that exhibits both notable pharmacological effects and toxicity. Various processing methods are implemented to reduce the toxicity of raw Fuzi by modifying its toxic and effective components, primarily diterpenoid alkaloids. To comprehensively analyze the chemical variations between different Fuzi products, ultra-high performance liquid chromatography-linear ion trap quadrupole Orbitrap mass spectrometry (UHPLC-LTQ-Orbitrap MS) was employed to systematically characterize Shengfuzi, Heishunpian and Baifupian. A total of 249 diterpenoid alkaloids present in Shengfuzi were identified, while only 111 and 61 in Heishunpian and Baifupian were detected respectively, indicating substantial differences among these products. An untargeted metabolomics approach combined with multivariate statistical analysis revealed 42 potential chemical markers. Through subsequent validation using 52 batches of commercial Heishunpian and Baifupian samples, 8 robust markers distinguishing these products were identified, including AC1-propanoic acid-3OH, HE-glucoside, HE-hydroxyvaleric acid-2OH, dihydrosphingosine, N-dodecoxycarbonylvaline and three unknown compounds. Additionally, the MS imaging (MSI) technique was utilized to visualize the spatial distribution of chemical constituents in raw Fuzi, revealing how different processing procedures affect the chemical variations between Heishunpian and Baifupian. The distribution patterns of different diterpenoid alkaloid subtypes partially explained the chemical differences among products. This research provides valuable insights into the material basis for future investigations of different Fuzi products.
Diterpenes/chemistry*
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Alkaloids/chemistry*
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Chromatography, High Pressure Liquid/methods*
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Aconitum/chemistry*
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Drugs, Chinese Herbal/chemistry*
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Metabolomics
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Mass Spectrometry/methods*
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Plant Roots/chemistry*
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Molecular Structure
4.Effect of biological amniotic membrane soaked in pirfenidone on scar formation after glaucoma filtration surgery in rabbit eyes
Shuai ZHANG ; Yihua YAO ; Yangjing ZHENG ; Ping WU ; Yihua ZHU
International Eye Science 2024;24(2):189-195
AIM: To investigate the application of biological amniotic membrane soaked in pirfenidone(PFD)and to evaluate its anti-scarring effect and toxic side effects on glaucoma model of rabbit eyes.METHODS: The right eyes of 72 healthy New Zealand white rabbits were randomly divided into 0.5%PFD+ biological amniotic membrane group, biological amniotic membrane group, mitomycin C(MMC)group and blank control group after the glaucoma model was established by anterior chamber injection of compound carbomer solution, and 18 rabbits in each group underwent trabeculectomy, in which the 0.5% PFD+ biological amniotic membrane group was placed with 0.5% PFD solution-soaked biological amniotic membrane under the scleral flap, and the biological amniotic membrane group was placed with normal saline-soaked rehydrated biological amniotic membrane under the scleral flap. In the MMC group, a cotton pad soaked in MMC was placed under the scleral flap for 3 min and immediately rinsed with normal saline, while the blank control group received no implant after the scleral flap was made. The intraocular pressure(IOP), filtration blebs, toxic side effects and complications were evaluated, and the histopathological changes in the filtration area were observed by hematoxylin-eosin(HE), Masson staining and immunohistochemical staining.RESULTS: The mean IOP at 14, 21 and 28 d after trabeculectomy were 0.5%PFD+ biological amniotic membrane group<MMC group<biological amniotic membrane group<blank control group(all P<0.05). At 28 d after trabeculectomy, 0.5%PFD+ biological amniotic membrane group had the best effect of anti-inflammatory hyperplasia and inhibition of collagen formation, the highest survival rate of filtration blebs, and the inflammatory reaction was mild.CONCLUSION: Biological amniotic membrane soaked in pirfenidone has more obvious anti-scarring effect on glaucoma model, with less toxic side effects and good safety.
5.miR-125b promotes EMT and metastasis via Wnt/β-catenin signaling pathway in human gastric cancer
Shuai CHANG ; Yao ZHAO ; Shunle LI ; Di ZHANG ; Li ZHANG ; Hongjun ZHAI ; Hong JI
Journal of Xi'an Jiaotong University(Medical Sciences) 2024;45(5):718-725
Objective To explore the molecular mechanism of miR-125b promoting invasion,metastasis and epithelial-mesenchymal transition(EMT)of gastric cancer cells.Methods The expression of miR-125b in gastric cancer and its adjacent tissues was studied by qRT-PCR.After upregulating or downregulating miR-125b in gastric cancer cells,the protein expressions of DKK3 and SERPINA4 were detected by Western blotting.Dual luciferase reporting assay was used to verify whether miR-125b can target DKK3 and SERPINA4.MKN45 cells were co-transfected with miR-125b inhibitor and target gene siRNA.Migration and invasion experiments were conducted to explore whether miR-125b can regulate the biological function of MKN45 cells through DKK3 and SERPINA4.Then,the regulatory mechanism of SRF on miR-125b was investigated.Finally,by in vivo experiments,the expression of SRF in gastric cancer cells was upregulated or downregulated by lentivirus transfection;the number of lung metastases in nude mice was detected to explore the effect of SRF on gastric cancer cell metastasis.Results In this study,the expression of miR-125b increased in gastric cancer tissues,which was correlated with clinical stage and lymph node metastasis.Dual luciferase reporting experiments showed that DKK3 and SERPINA4 were the direct targets of miR-125b in gastric cancer cells,and could activate the Wnt/β-catenin signaling pathway,thereby promoting the transcription process of EMT-related transcription factors Twist1 and Slug,inducing the occurrence of EMT,and promoting the metastasis of gastric cancer.In vitro and in vivo experiments confirmed that SRF promoted the invasion and metastasis of gastric cancer cells by positively regulating the expression of miR-125b.Conclusion Taken together,SRF/miR-125b axis promotes the EMT and metastasis of gastric cancer cells,and these regulators represent new potential therapeutic targets or biomarkers for gastric cancer.
6.The Genetic Polymorphism and Structural Analysis of 47 Microhaplotypes in a Jiangsu Changshu Chinese Han Population
Kun-Peng PAN ; Yao-Sen FENG ; Wen-Shuai YU ; Zong-Wei LIU ; Yi-Ren YAO ; Jie ZHAO ; Ke-Lai KANG ; Chi ZHANG ; Le WANG ; Jian WU
Progress in Biochemistry and Biophysics 2024;51(2):423-434
ObjectiveTo investigate the genetic polymorphism and structure of 47 autosomal microhaplotypes in the Han population in Changshu City, Jiangsu Province, and to evaluate the forensic efficiencies and forensic parameters. MethodsThe DNA library of unrelated individual samples was prepared according to MHSeqTyper47 kit manual and sequenced on the MiSeq FGx platform. Microhaplotype genotyping and sequencing depth statistics were processed using MHTyper. The genetic information of samples was then evaluated. The fixation index and genetic distance between the Jiangsu Changshu population and the reference populations in the 1000 Genomes Project phase 3 (1KG) were calculated, and forensic parameters were evaluated. ResultsThe fixation index and genetic distance between the Han population in Changshu, Jiangsu, and the CHB (Han Chinese in Beijing, China) reference population in 1KG were the lowest. The effective allele number (Ae) of each locus is also the closest between the two populations. The combined matching probability (CMP) of the Changshu Han population is close to the 5 populations of the East Asian reference super-population in 1KG, which is 1.25×10-36, and the combined probability of exclusion reached 0.999 999 999 964 1. ConclusionThis study reported the genetic polymorphism and allele frequency of 47 microhaplotypes in a Han population in Changshu City, Jiangsu Province. This information provides a data basis for 47 microhaplotypes in forensic applications. In addition, the polymorphism differences between the 1KG reference population and the Han population in Changshu, Jiangsu were compared, and the genetic structure of 47 microhaplotypes in the Han population in Changshu, Jiangsu was revealed. In general, the reference data of the East Asian super-population in 1KG is more in line with the genetic characteristics of Han population in Changshu, Jiangsu.
7.Comparison of clinical characteristics between first-episode and recurrent acute hypertrigly-ceridemic pancreatitis: a national multicenter clinical research
Shuai LI ; Jing ZHOU ; Guixian LUO ; Hongwei ZHANG ; Siyao LIU ; Weijie YAO ; Donghuang HONG ; Kaixiu QIN ; Lanting WANG ; Rong WEI ; Yizhen XU ; Longxiang CAO ; Zhihui TONG ; Yuxiu LIU ; Weiqin LI ; Lu KE
Chinese Journal of Digestive Surgery 2024;23(5):703-711
Objective:To investigate the clinical characteristics of first-episode and recurrent acute hypertriglyceridemic pancreatitis (HTGP).Methods:The retrospective cohort study was con-ducted. The clinical data of 313 patients with HTGP admitted to 26 medical centers in China in the Chinese Acute Pancreatitis Clinical Research Group (CAPCTG)-PERFORM database from November 2020 to December 2021 were collected. There were 219 males and 94 females, aged 38(32,44)years. Of the 313 patients, 193 patients with first-episode HTGP were allocated into the first-episode group and 120 patients with recurrent HTGP were allocated into the recurrent group. Observation indica-tors: (1) propensity score matching and comparison of general data of patients between the two groups after matching; (2) comparison of severity and prognosis in the course of disease within 14 days between the two groups; (3) the association between recurrent HTGP and the risk of persistent organ failure (POF); (4) follow-up. Measurement data with normal distribution were represented as Mean± SD, and comparison between groups was conducted using the independent sample t test. Measurement data with skewed distribution were represented as M( Q1, Q3), and comparison between groups was conducted using the Wilcoxon rank sum test. Count data were expressed as absolute numbers or percentages, and comparison between groups was conducted using the chi-square test. Comparison of ordinal data was conducted using the Wilcoxon rank sum test. The Kaplan-Meier method was used to plot the cumulative recurrence rate curve and Log-Rank test was used for survival analysis. The Logistic regression model was used for multivariate analysis, and continuous variables were converted into categorical variables according to the mean value or common criteria. Propensity score matching was performed by 1∶1 nearest neighbor matching method, with caliper value of 0.02. Paired t test or Wilcoxon rank sum test and McNemar′s test were used for comparison between matched groups. Results:(1) Propensity score matching and comparison of general data of patients between the two groups after matching. Of the 313 patients,208 cases were successfully matched, including 104 cases in the first-episode group and 104 cases in the recurrent group. After propensity score matching, there was no significant difference in demographic characteristics, severity of illness scores and laboratory test between the two groups ( P>0.05). The elimination of gender, acute physiology and chornic health evaluation (APACHE) Ⅱ score, computed tomography severity index score, systemic inflammatory response syndrome score, sequential organ failure assessment score, apolipoprotein E, C-reactive protein, creatinine, lactic acid dehydrogenase, procal-citonin confounding bias ensured comparability between the two groups. (2) Comparison of severity and prognosis in the course of disease within 14 days between the two groups. There were signifi-cant differences in POF and local complications between the first-episode group and the recurrent group ( P<0.05). (3) The association between recurrent HTGP and the risk of POF. Results of uncor-rected univariate analysis showed that there was no association between recurrent HTGP and the risk of POF ( odds ratio=0.78, 95% confidence interval as 0.46-1.30, P>0.05). Results of multivariate analysis after adjusting for covariates such as gender, age, APACHE Ⅱ score, C-reactive protein, triglyceride and total cholesterol showed that compared with first-episode HTGP, recurrent HTGP was associated with a higher risk of POF ( odds ratio=2.22, 95% confidence interval as 1.05-4.71, P<0.05). Results of subgroup analysis showed that age<40 years was associated with an increased risk of POF ( odds ratio=3.31, 95% confidence interval as 1.09-10.08, P<0.05). (4) Follow-up. Twelve of the 313 patients died during hospitalization, including 9 cases in the first-episode group and 3 cases in the recurrent group. The rest of 301 surviving patients, including 184 cases in the first-episode group and 117 cases in the recurrent group, were followed up for 19.2(15.5, 21.9)months. Results of follow-up showed that for 184 survived patients of the first-episode group, 164 cases were followed up and 24 cases experienced recurrence, for 117 survived patients of the recurrent group,29 cases experienced recurrence, showing a significant difference between the two groups ( χ2=4.67, P<0.05). Conclusion:Compared with first-episode HTGP, patients with recurrent HTGP are more prone to POF and local complications, and are more prone to recurrence after discharge. The risk of POF in recurrent HTGP patients is 2.22 times that of those with first-episode, and the risk is higher in patients with age <40 years.
8.A study of the efficacy and psychological benefits of liposuc-tion combined with single-port endoscopic subcutaneous ad-enomectomy for the treatment of adolescent male gynaeco-mastia
Wei LIU ; Yao ZHANG ; Jun GUO ; Zhi LI ; Chen HAO ; Shuai QI ; Cheng JIAO ; Liang-Hui ZHI
Chinese Journal of Current Advances in General Surgery 2024;27(10):779-783
Objective:To evaluate the difference in efficacy between liposuction combined with single-port endoscopic subcutaneous adenomectomy and traditional open surgery in treating adolescent male breast development disorder,and to compare their effects on patients'anxiety levels and quality of life.Methods:A total of sixty-four patients with adolescent male mammary gland dysplasia who underwent surgery at our hospital between March 2022 and June 2023 were included in this retrospective analysis,with 28 cases in the open surgery group and 36 cases in the single-hole endoscopic group.The study compared various parameters including surgery duration,intraoperative bleeding,incision length,hospitalization duration,treatment cost,and postoperative complications,alongside collecting GAD-7,SF-36,and SCAR questionnaire scores from the pa-tients.Results:The single-port endoscopy group,in comparison to the open surgery group,showed a slightly longer operation time and higher treatment cost but had a shorter hospitalization duration and smaller incision.There was no significant difference observed between the two groups concerning intraoperative bleeding.Notably,the single-port endoscopy group exhibited more significant improvements in SCAR,SF-36,and GAD-7 scores(P<0.05).Conclusion:Com-pared with traditional open surgery,liposuction combined with single-port endoscopic subcutane-ous adenomectomy is more effective in treating adolescent gynecomastia.This approach not only offers better aesthetic outcomes but also proves effective in reducing patient anxiety and signifi-cantly enhancing their quality of life.
9.Contemporary Evidence Summary of Strategies for Weaning From Extracorporeal Membrane Oxygenation in Adult Patients
Chaonan WO ; Shuai ZHANG ; Weifang FAN ; Huiping YAO ; Lili GE ; Ruoyu LUO ; Dechuan DENG ; Juanhong CHEN
Chinese Circulation Journal 2024;39(9):896-902
Objectives:To retrieve,evaluate and summarize the contemporary evidence of strategies for weaning from extracorporeal membrane oxygenation(ECMO)of adult patients,and to provide evidence-based reference for clinical practice. Methods:The Web of Science,Embase,Cochrane Library,PubMed,Wanfang Database,CNKI,VIP website,SinoMed,BMJ Best Practice,National Institute for Health and Care Excellence,Joanna Briggs Institute Library,UpToDate and the website of Agency for Healthcare Research and Quality,Society of Critical Care Medicine,American Association of Critical-Care Nurses,European Society of Intensive Care Medicine and Extracorporeal Life Support Organization were researched to collect the literature related to randomized controlled trials,systematic reviews,guidelines,evidence summaries,expert consensuses and clinical decisions in this field.The time limit for the retrieval is from the inception of databases until July 2023. Results:A total of 13 related literature were retrieved,including 4 guidelines,4 expert consensuses,3 clinical decisions and 2 system reviews.Totally 42 evidences were formulated based on retrieved literature,including adequately accessing the ability of gas exchange before weaning from veno-venous ECMO(V-V ECMO)and withdrawing from veno-arterial ECMO(V-A ECMO)as soon as possible when patients's heart function has recovered,involving six aspects such as team composition,anticoagulation measures,assessment before weaning,weaning implementation,cannula and wound management and quality measures. Conclusions:It is suggested to build a professional ECMO team based on the actual hospital situation,to follow the contemporary evidence to standardize the weaning process of patients from ECMO to ensure the patients'safety and improve the outcomes.
10.Evaluation of Molecular Residual Disease by a Fixed Panel in Resectable Colorectal Cancer
Jian YANG ; Chengqing YU ; Haoran LI ; Di PENG ; Qiaoxia ZHOU ; Jun YAO ; Juan LV ; Shuai FANG ; Jiaochun SHI ; Yijun WEI ; Guoqiang WANG ; Shangli CAI ; Zhihong ZHANG ; Zixiang ZHANG ; Jian ZHOU
Cancer Research and Treatment 2024;56(4):1183-1196
Purpose:
Molecular residual disease (MRD) is a promising biomarker in colorectal cancer (CRC) for prognosis and guiding treatment, while the whole-exome sequencing (WES) based tumor-informed assay is standard for evaluating MRD based on circulating tumor DNA (ctDNA). In this study, we assessed the feasibility of a fixed-panel for evaluating MRD in CRC.
Materials and Methods:
Seventy-five patients with resectable stage I-III CRC were enrolled. Tumor tissues obtained by surgery, and preoperative and postoperative day 7 blood samples were collected. The ctDNA was evaluated using the tumor-agnostic and tumor-informed fixed assays, as well as the WES-based and panel-based personalized assays in randomly selected patients.
Results:
The tumor-informed fixed assay had a higher preoperative positive rate than the tumor-agnostic assay (73.3% vs. 57.3%). The preoperative ctDNA status failed to predict disease-free survival (DFS) in either of the fixed assays, while the tumor-informed fixed assay-determined postoperative ctDNA positivity was significantly associated with worse DFS (hazard ratio [HR], 20.74; 95% confidence interval [CI], 7.19 to 59.83; p < 0.001), which was an independent predictor by multivariable analysis (HR, 28.57; 95% CI, 7.10 to 114.9; p < 0.001). Sub-cohort analysis indicated the WES-based personalized assay had the highest preoperative positive rate (95.1%). The two personalized assays and the tumor-informed fixed assay demonstrated same results in postoperative landmark (HR, 26.34; 95% CI, 6.01 to 115.57; p < 0.001), outperforming the tumor-agnostic fixed panel (HR, 3.04; 95% CI, 0.94 to 9.89; p=0.052).
Conclusion
Our study confirmed the prognostic value of the ctDNA positivity at postoperative day 7 by the tumor-informed fixed panel. The tumor-informed fixed panel may be a cost-effective method to evaluate MRD, which warrants further studies in future.

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