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"Wang, Liangshan"
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Predicting mortality in patients undergoing VA-ECMO after coronary artery bypass grafting: the REMEMBER score
2019
Background
Prediction scoring systems for coronary artery bypass grafting (CABG) patients on venoarterial extracorporeal membrane oxygenation (VA-ECMO) have not yet been reported. This study was designed to develop a predictive score for in-hospital mortality for cardiogenic shock patients who received VA-ECMO after isolated CABG.
Methods
Retrospective cohort study of consecutive CABG patients supported with VA-ECMO (
n
= 166) at the Beijing Anzhen Hospital between February 2004 and March 2017.
Results
One hundred and six patients (64%) could be weaned from VA-ECMO, and 74 patients (45%) survived to hospital discharge. On the basis of multivariable logistic regression analyses, the pRedicting mortality in patients undergoing veno-arterial Extracorporeal MEMBrane oxygenation after coronary artEry bypass gRafting (REMEMBER) score was created with six pre-ECMO parameters: older age, left main coronary artery disease, inotropic score > 75, CK-MB > 130 IU/L, serum creatinine > 150 umol/L, and platelet count < 100 × 10
9
/L. Four risk classes, namely class I (REMEMBER score 0–13), class II (14–19), class III (20–25), and class IV (> 25) with their corresponding mortality (13%, 55%, 70%, and 94%, respectively), were identified. The area under the receiver operating characteristic curve 0.85(95% CI 0.79–0.91) for the REMEMBER score was better than those for the SOFA, SAVE, EuroSCORE, and ENCOURAGE scores in this population.
Conclusions
The REMEMBER score might help clinicians at bedside to predict in-hospital mortality for patients receiving VA-ECMO after isolated CABG for refractory cardiogenic shock. Prospective studies are needed to externally validate this scoring system.
Journal Article
Triglyceride-glucose index correlates with the incidences and prognoses of cardiac arrest following acute myocardial infarction: data from two large-scale cohorts
by
Du, Zhongtao
,
Hao, Xing
,
Wang, Liangshan
in
Acute coronary syndromes
,
Acute myocardial infarction
,
Aged
2025
Background
The triglyceride-glucose (TyG) index, renowned for its efficacy and convenience in assessing insulin resistance, has been validated as a reliable indicator for various cardiovascular conditions. The current study aims for clarifying the link of TyG with the incidences and prognoses of cardiac arrest (CA) following acute myocardial infarction (AMI).
Methods
Our analysis is a multicenter, retrospective study utilizing data from the Medical Information Mart for Intensive Care IV and the eICU Collaborative Research Database. Patients with AMI for whom TyG could be calculated within the first 24 h after admission were included. The main endpoints were in-hospital and ICU mortalities. Correlations between TyG and outcomes were evaluated using logistic regression models, restricted cubic splines (RCS), as well as correlation and linear analyses. Overlap weighting (OW), inverse probability of treatment weighting (IPTW), and propensity score matching (PSM) methodologies were utilized to balance the cohorts, thereby minimizing potential biases. Subgroup analyses were performed in accordance with identified modifiers.
Results
In total, 5208 individuals diagnosed with AMI, among whom 371 developed CA, were ultimately included. Higher TyG levels were observed among AMI populations with CA compared to those without [9.2 (8.7–9.7) vs. 9.0 (8.5–9.4)], and TyG demonstrated a moderate discriminatory capacity for identifying CA occurrences within entire AMI populations. Multivariate logistic regressions revealed TyG serves a significant risk indicator for both in-hospital (OR 1.711) and ICU mortalities (OR 1.520) in AMI-CA patients, and it is also associated with prolonged LOSs. RCS analyses confirmed linear relationships of ascending TyG with increased mortality risks for AMI-CA (
P
for nonlinearity: 0.592 and 0.816, respectively), which persisted following PSM, OW, and IPTW adjustments. Subgroup analyses further identified a strong link of the TyG with mortality rates among elders, females, individuals with BMI < 28 kg/m
2
, and those with hypertension.
Conclusions
Elevated TyG levels were found to apparently correlate with higher prevalence and adverse outcomes regarding CA in patients with AMI. Our findings point a fresh insight into the significance of the TyG in critically ill coronary conditions.
Journal Article
The association of triglyceride–glucose index with major adverse cardiovascular and cerebrovascular events after acute myocardial infarction: a meta-analysis of cohort studies
2024
Background
Insulin resistance (IR) is indicated to be linked with adverse outcomes of acute myocardial infarction (AMI), for its pro-inflammatory and pro-thromboplastic function. The triglyceride-glucose (TyG) index is a newly developed substitute marker for IR. The aim of this pooled analysis was to provide a summary of the relationship of TyG index with occurrences of major adverse cardiovascular and cerebrovascular events (MACCEs) among populations suffering from AMI.
Methods
Cohorts reporting multivariate-adjusted hazard ratios of TyG index with MACCEs or its independent events were identified through systematically searching PubMed, MEDLINE, Web of science, Embase and Cochrane databases. Results were combined using a random-effects model.
Results
21 cohorts comprising 20403 individuals were included. Compared to individuals in the lowest TyG category, patients in the highest TyG category exhibited elevated risks of both MACCEs (
P
< 0.00001) and all-cause death (
P
< 0.00001). These findings were in line with the results as TyG analyzed as continuous variables (MACCEs:
P
= 0.006; all-cause death:
P
< 0.00001). Subgroup analysis demonstrated that diabetic status, type of AMI, nor the reperfusion therapy did not destruct this correlation (for subgroups, all
P
< 0.05).
Conclusion
All these indicated that higher TyG index could potentially predict MACCEs and all-cause death in patients with AMI as an independent indicator.
Journal Article
Triglyceride-glucose index correlates with the occurrence and prognosis of acute myocardial infarction complicated by cardiogenic shock: data from two large cohorts
by
Du, Zhongtao
,
Hao, Xing
,
Wang, Liangshan
in
Acute myocardial infarction
,
Aged
,
Aged, 80 and over
2024
Background
Triglyceride-glucose (TyG) index, a dependable indicator of insulin resistance, has been identified as a valid marker regarding multiple cardiovascular diseases. Nevertheless, the correlation of TyG index with acute myocardial infarction complicated by cardiogenic shock (AMICS) remains uncertain. Our study aims for elucidating this relationship by comprehensively analyzing two large-scale cohorts.
Methods
Utilizing records from the eICU Collaborative Research Database and the Medical Information Mart for Intensive Care IV, the link between TyG and the incidence and prognosis of AMICS was assessed multicentrally and retrospectively by logistic and correlation models, as well as restricted cubic spline (RCS). Propensity score matching (PSM), inverse probability of treatment weighting (IPTW), and overlap weighting (OW) were employed to balance the potential confounders. Subgroup analyses were performed according to potential modifiers.
Results
Overall, 5208 AMI patients, consisting of 375 developing CS were finally included. The TyG index exhibited an apparently higher level in AMI populations developing CS than in those who did not experienced CS [9.2 (8.8–9.7) vs. 9.0 (8.5–9.5)], with a moderate discrimination ability to recognize AMICS from the general AMI (AUC: 0.604). Logistic analyses showed that the TyG index was significantly correlated with in-hospital and ICU mortality. RCS analysis demonstrated a linear link between elevated TyG and increased risks regarding in-hospital and ICU mortality in the AMICS population. An increased mortality risk remains evident in PSM-, OW- and IPTW-adjusted populations with higher TyG index who have undergone CS. Correlation analyses demonstrated an apparent link between TyG index and APS score. Subgroup analyses presented a stable link between elevated TyG and mortality particularly in older age, females, those who are overweight or hypertensive, as well as those without diabetes.
Conclusions
Elevated TyG index was related to the incidence of CS following AMI and higher mortality risks in the population with AMICS. Our findings pointed a previously undisclosed role of TyG index in regard to AMICS that still requires further validation.
Journal Article
Novel immune-related genes in the tumor microenvironment with prognostic value in breast cancer
by
Wang, Liangshan
,
Luo, Chengyu
,
Liu, Nan
in
Biomarkers
,
Biomedical and Life Sciences
,
Biomedicine
2021
Background
Breast cancer is one of the most frequently diagnosed cancers among women worldwide. Alterations in the tumor microenvironment (TME) have been increasingly recognized as key in the development and progression of breast cancer in recent years. To deeply comprehend the gene expression profiling of the TME and identify immunological targets, as well as determine the relationship between gene expression and different prognoses is highly critical.
Methods
The stromal/immune scores of breast cancer patients from The Cancer Genome Atlas (TCGA) were employed to comprehensively evaluate the TME. Then, TME characteristics were assessed, overlapping genes of the top 3 Gene Ontology (GO) terms and upregulated differentially expressed genes (DEGs) were analyzed. Finally, through combined analyses of overall survival, time-dependent receiver operating characteristic (ROC), and protein-protein interaction (PPI) network, novel immune related genes with good prognosis were screened and validated in both TCGA and GEO database.
Results
Although the TME did not correlate with the stages of breast cancer, it was closely associated with the subtypes of breast cancer and gene mutations (CDH1, TP53 and PTEN), and had immunological characteristics. Based on GO functional enrichment analysis, the upregulated genes from the high vs low immune score groups were mainly involved in T cell activation, the external side of the plasma membrane, and receptor ligand activity. The top GO terms of the upregulated DEGs from the high vs low immune score groups exhibited better prognosis in breast cancer; 15 of them were related to good prognosis in breast cancer, especially CD226 and KLRC4-KLRK1.
Conclusions
High CD226 and KLRC4-KLRK1 expression levels were identified and validated to correlate with better overall survival in specific stages or subtypes of breast cancer. CD226, KLRC4-KLRK1 and other new targets seem to be promising avenues for promoting antitumor targeted immunotherapy in breast cancer.
Journal Article
Extracorporeal Membrane Oxygenation-Related Nosocomial Infection after Cardiac Surgery in Adult Patients
by
Du, Zhongtao
,
Wang, Liangshan
,
Hou, Xiaotong
in
Adult
,
Body Mass Index
,
CARDIAC & CARDIOVASCULAR SYSTEMS
2021
The evaluation of extracorporeal membrane oxygenation-related nosocomial infection (ECMO-related NI) in a homogeneous cohort remains scarce. This study analyzed ECMO-related NI in adult patients who have undergone cardiac surgery.
From January 2012 to December 2017, 322 adult patients who have received ECMO support after cardiac surgery were divided into the infection group (n=131) and the non-infection group (n=191). ECMO-related NI was evaluated according to demographic data, surgical procedures, and ECMO parameters.
The incidence of ECMO-related NI was 85.4 cases per 1000 ECMO days. Acinetobacter baumannii was the most common pathogen causing blood stream infection and respiratory tract infection. Prolonged duration of surgery (P=0.042) and cardiopulmonary bypass assist (P=0.044) increased the risk of ECMO-related NI. Body mass index (odds ratio [OR]: 1.077; 95% confidence interval [CI]: 1.004-1.156; P=0.039) and duration of ECMO support (OR: 1.006; 95% CI: 1.003-1.009; P=0.0001) were the independent risk factors for ECMO-related NI. Duration of ECMO support > 144 hours (OR: 2.460; 95% CI: 1.155-7.238; P<0.0001) and ECMO-related NI (OR: 3.726; 95% CI: 1.274-10.895; P=0.016) increased significantly the risk of in-hospital death.
Prolonged duration of ECMO support was an independent risk factor for NI. Surgical correcting latent causes of cardiopulmonary failure and shortening duration of ECMO whenever possible would reduce susceptibility to NI.
Journal Article
Analysis of the feasibility of a low-anticoagulation strategy in patients undergoing post-cardiotomy extracorporeal membrane oxygenation: a retrospective cohort study
2025
Background
Extracorporeal membrane oxygenation (ECMO) is increasingly used in patients after cardiac surgery; however, anticoagulation management has consistently been challenging. This study aimed to explore the feasibility of a low-anticoagulation strategy for post-cardiotomy ECMO (PC-ECMO).
Methods
A retrospective comparison was performed between two anticoagulation targets in adult patients undergoing veno-arterial ECMO after cardiac surgery at the Beijing Anzhen Hospital (Beijing, China) between January 2018 and November 2023. The low-anticoagulation (LAC) strategy group consisted of patients with an activated partial thromboplastin time (APTT) ratio of 1–1.5, whereas the conventional anticoagulation (CAC) strategy group included those with an APTT ratio of 1.5–2.5. The primary outcome was thrombotic complications associated with ECMO. Secondary outcomes included bleeding events, pulmonary infection, need for renal replacement therapy, in-hospital mortality rate, ECMO support duration, hours of mechanical ventilation, anticoagulation fraction, length of hospitalization, and transfusion volume(s).
Results
The study included data from 203 patients, who were divided into two groups: LAC (
n
= 108 [53.2%]) and CAC (
n
= 95 [46.8%]). Propensity score matching was used to balance confounding variables. A total of 43 patient pairs were successfully matched, and no significant difference was observed in thrombotic complications between the LAC and CAC groups (30.2% versus [vs.] 25.3%, respectively;
p
= 0.810). Meanwhile, no significant differences were observed in secondary outcomes and subgroups within the matched cohort, except for ECMO support time, which was shorter in the LAC group (119.6 h vs. 146.0 h;
p
= 0.015).
Conclusion
The low-anticoagulation strategy was feasible for PC-ECMO support.
Journal Article
ECMO management in cardiogenic shock-specialized versus non-cardiogenic shock-specialized centers: a registry-based analysis
2025
Background
Data on the impact of center specialization on extracorporeal membrane oxygenation (ECMO) management in cardiogenic shock (CS) remain limited. This study aimed to evaluate differences in outcomes and management of patients with CS receiving ECMO in CS-specialized versus non-CS-specialized centers.
Methods
This registry-based study used data from the Chinese Society of Extracorporeal Life Support (CSECLS) registry. Adult patients diagnosed with CS and treated with ECMO were included. ECMO centers were categorized as CS-specialized or non-specialized based on the responsible department. Propensity score matching (PSM) was conducted to balance patient characteristics and center experience. The primary endpoint was in-hospital mortality.
Results
A total of 1,415 adult patients were included from January 1, 2017, to December 31, 2021 (523 in CS-specialized centers, 892 in non-CS-specialized centers). The mean age was 53.2 ± 16.1 years, and 30.3% of patients were female. In-hospital mortality was lower in CS-specialized centers both before (
P
= 0.001) and after adjustment (
P
= 0.035). Patients in CS-specialized centers more frequently received intra-aortic balloon pumps (38.5% vs. 30.4%;
P
= 0.009), and were less likely to require mechanical ventilation (80.6% vs. 90.7%;
P
< 0.001) or continuous renal replacement therapy (42.7% vs. 49.8%;
P
= 0.030) than those in non-CS-specialized centers.
Conclusions
Treatment in CS-specialized centers was independently associated with lower in-hospital mortality among patients receiving ECMO for circulatory support, even after adjusting for both patient-level characteristics and center-level experience.
Journal Article
Percutaneous cannulation is associated with lower rate of severe neurological complication in femoro-femoral ECPR: results from the Extracorporeal Life Support Organization Registry
by
Wang, Liangshan
,
Hou, Xiaotong
,
Hao, Xin
in
Cardiac arrest
,
Cardiovascular disease
,
Catheters
2023
BackgroundPercutaneous cannulation is now accepted as the first-line strategy for extracorporeal cardiopulmonary resuscitation (ECPR) in adults. However, previous studies comparing percutaneous cannulation to surgical cannulation have been limited by small sample size and single-center settings. This study aimed to compare in-hospital outcomes in cardiac arrest (CA) patients who received femoro-femoral ECPR with percutaneous vs surgical cannulation.MethodsAdults with refractory CA treated with percutaneous (percutaneous group) or surgical (surgical group) femoro-femoral ECPR between January 2008 and December 2019 were extracted from the international Extracorporeal Life Support Organization registry. The primary outcome was severe neurological complication. Multivariable logistic regression analyses were performed to assess the association between percutaneous cannulation and in-hospital outcomes.ResultsAmong 3575 patients meeting study inclusion, 2749 (77%) underwent percutaneous cannulation. The proportion of patients undergoing percutaneous cannulation increased from 18% to 89% over the study period (p < 0.001 for trend). Severe neurological complication (13% vs 19%; p < 0.001) occurred less frequently in the percutaneous group compared to the surgical group. In adjusted analyses, percutaneous cannulation was independently associated with lower rate of severe neurological complication (odds ratio [OR] 0.62; 95% CI 0.46–0.83; p = 0.002), similar rates of in-hospital mortality (OR 0.93; 95% CI 0.73–1.17; p = 0.522), limb ischemia (OR 0.84; 95% CI 0.58–1.20; p = 0.341) and cannulation site bleeding (OR 0.90; 95% CI 0.66–1.22; p = 0.471). The comparison of outcomes provided similar results across different levels of center percutaneous experience or center ECPR volume.ConclusionsAmong adults receiving ECPR, percutaneous cannulation was associated with probable lower rate of severe neurological complication, and similar rates of in-hospital mortality, limb ischemia and cannulation site bleeding.
Journal Article
Acute kidney injury and cardiogenic shock severity for mortality risk stratification in patients supported with VA ECMO
by
Shao, Chengcheng
,
Xin, Meng
,
Wang, Yiwen
in
Acute Kidney Injury - etiology
,
Acute Kidney Injury - mortality
,
Acute Kidney Injury - therapy
2024
Aims To assess the stage of acute kidney injury (AKI), as an index of organ perfusion, combined with shock severity, measured by the Society for Cardiovascular Angiography and Interventions (SCAI) shock stage classification, to stratify the risk of mortality in patients diagnosed with cardiogenic shock (CS) and supported with venoarterial extracorporeal membrane oxygenation (VA ECMO). Methods ans results From January 2018 to December 2020, consecutive adult patients diagnosed with CS and received VA ECMO were retrospectively evaluated. The highest AKI stage within 48 h after ECMO initiation was assessed using the Kidney Disease: Improving Global Outcomes criteria. We included 216 patients with a mean age of 58.8 years and 31.0% were females. 88.4% of patients received ECMO for postcardiotomy, while 11.6% for medical CS. The total in‐hospital mortality was 53.2%. AKI occurred in 182 (84.3%) patients receiving ECMO for CS. AKI stage 0, 1, 2, and 3 were present in 15.7%, 17.6%, 18.1%, and 48.6% of patients with in‐hospital mortality of 26.5%, 26.3%, 61.5%, and 68.6%, respectively (P < 0.001). The AKI stage (P < 0.001), SCAI shock stage before ECMO (P = 0.008), and NYHA ≥ Class III on admission (P = 0.044) were independent predictors of in‐hospital mortality. The area under the receiver operating characteristic curve of 0.754 (95% confidence interval: 0.690 to 0.811) for AKI stage combined with SCAI shock stage was better than those for AKI stage (0.676), SCAI shock stage (0.657), serum lactate level (0.682), SOFA score (0.644), SVAE score (0.582), and VIS score (0.530) prior to ECMO. Conclusions In this single‐center CS population who received VA ECMO for circulatory support, predominantly postcardiotomy cases, AKI occurred in 84.3% of the patients. AKI stage, as an index of organ perfusion combined with shock severity measured by the SCAI shock classification, demonstrates a good correlation with in‐hospital mortality.
Journal Article