{"title":"Predicting prognosis of sepsis in patients based on right ventricular strain imaging development and validation of a nomogram model.","authors":"Qinxin Wang, Hongmin Chen, Bingyi Zhang, Chang Zhou, Boyuan Xing, Chang Li, Shijin Xu, Yun Liu","doi":"10.3389/fcvm.2025.1532674","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The right ventricle (RV) plays a significant role in septic myocardial injury and associated organ dysfunction. Hence, identifying right ventricular systolic dysfunction (RVSD) early is crucial for improving outcomes in septic patients, yet current research on RVSD in sepsis remains limited.</p><p><strong>Objective: </strong>The study aims to identify risk factors for adverse outcomes in septic patients and construct a nomogram prediction model incorporating right ventricular strain and right ventricle-pulmonary artery coupling parameters.</p><p><strong>Methods: </strong>This single-center prospective study included 156 sepsis patients admitted from September 2021 to October 2024. General clinical, laboratory, and echocardiographic data were collected within 72 h of sepsis diagnosis. Prognosis was used to divide patients into two groups. Lasso regression was used to examine the baseline features of both groups. Multivariable logistic regression analysis and a nomogram were used to predict sepsis prognosis. The relationship between RVSD and 28-day mortality was examined.</p><p><strong>Results: </strong>Within 28 days, 52 of 141 sepsis patients died. Univariate analysis showed that the non-survivor cohort was older and had higher APACHE II and Sequential Organ Failure Assessment (SOFA) ratings and procalcitonin, B-type natriuretic peptide, cTnI, and lactate. RV-free wall strain (-18.9% ± 1.6% vs. -20.1% ± 1.5%, <i>p</i> < 0.001) and RV global strain (-18.6% ± 1.4% vs. -17.6% ± 1.0%, <i>p</i> < 0.001) were lower in the non-survivor group compared to the survivor cohort. PASP and RV-GS/PASP ratio significantly differed between the two groups (<i>p</i> < 0.05). Multivariable logistic regression analysis identified age >67 years, SOFA score ≥7.5, procalcitonin ≥5.7 ng/ml, lactate ≥3.5 mmol/L, RV-FWS ≥-19.4%, and RV-GS/PASP ≥-0.55 as independent risk factors for poor sepsis outcomes. The prognostic model using these six risk factors had an area under the curve (AUC) of 0.907 (95% CI: 0.858-0.954). Internal validation showed strong nomogram calibration with a C-index of 0.88.</p><p><strong>Conclusion: </strong>The RV-GS/PASP ratio demonstrated significant prognostic utility for predicting clinical outcomes in sepsis patients. Furthermore, the nomogram model incorporating age, SOFA score, procalcitonin, lactate, and RV-FWS exhibited excellent discriminative ability, with an AUC of 0.907.</p>","PeriodicalId":12414,"journal":{"name":"Frontiers in Cardiovascular Medicine","volume":"12 ","pages":"1532674"},"PeriodicalIF":2.8000,"publicationDate":"2025-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12174150/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Cardiovascular Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fcvm.2025.1532674","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
Abstract
Background: The right ventricle (RV) plays a significant role in septic myocardial injury and associated organ dysfunction. Hence, identifying right ventricular systolic dysfunction (RVSD) early is crucial for improving outcomes in septic patients, yet current research on RVSD in sepsis remains limited.
Objective: The study aims to identify risk factors for adverse outcomes in septic patients and construct a nomogram prediction model incorporating right ventricular strain and right ventricle-pulmonary artery coupling parameters.
Methods: This single-center prospective study included 156 sepsis patients admitted from September 2021 to October 2024. General clinical, laboratory, and echocardiographic data were collected within 72 h of sepsis diagnosis. Prognosis was used to divide patients into two groups. Lasso regression was used to examine the baseline features of both groups. Multivariable logistic regression analysis and a nomogram were used to predict sepsis prognosis. The relationship between RVSD and 28-day mortality was examined.
Results: Within 28 days, 52 of 141 sepsis patients died. Univariate analysis showed that the non-survivor cohort was older and had higher APACHE II and Sequential Organ Failure Assessment (SOFA) ratings and procalcitonin, B-type natriuretic peptide, cTnI, and lactate. RV-free wall strain (-18.9% ± 1.6% vs. -20.1% ± 1.5%, p < 0.001) and RV global strain (-18.6% ± 1.4% vs. -17.6% ± 1.0%, p < 0.001) were lower in the non-survivor group compared to the survivor cohort. PASP and RV-GS/PASP ratio significantly differed between the two groups (p < 0.05). Multivariable logistic regression analysis identified age >67 years, SOFA score ≥7.5, procalcitonin ≥5.7 ng/ml, lactate ≥3.5 mmol/L, RV-FWS ≥-19.4%, and RV-GS/PASP ≥-0.55 as independent risk factors for poor sepsis outcomes. The prognostic model using these six risk factors had an area under the curve (AUC) of 0.907 (95% CI: 0.858-0.954). Internal validation showed strong nomogram calibration with a C-index of 0.88.
Conclusion: The RV-GS/PASP ratio demonstrated significant prognostic utility for predicting clinical outcomes in sepsis patients. Furthermore, the nomogram model incorporating age, SOFA score, procalcitonin, lactate, and RV-FWS exhibited excellent discriminative ability, with an AUC of 0.907.
背景:右心室(RV)在脓毒性心肌损伤及相关脏器功能障碍中起重要作用。因此,早期识别右心室收缩功能障碍(RVSD)对于改善脓毒症患者的预后至关重要,但目前对脓毒症患者RVSD的研究仍然有限。目的:探讨脓毒症患者不良结局的危险因素,构建右室劳损及右室-肺动脉耦合参数的nomogram预测模型。方法:这项单中心前瞻性研究纳入了2021年9月至2024年10月收治的156例败血症患者。脓毒症诊断后72小时内收集一般临床、实验室和超声心动图资料。根据预后将患者分为两组。使用Lasso回归检查两组的基线特征。多变量logistic回归分析和nomogram预测脓毒症的预后。研究RVSD与28天死亡率的关系。结果:141例败血症患者在28天内死亡52例。单因素分析显示,非幸存者队列年龄较大,APACHE II和序贯器官衰竭评估(SOFA)评分较高,降钙素原、b型利钠肽、cTnI和乳酸水平较高。无rv壁菌(-18.9%±1.6% vs. -20.1%±1.5%,p p p 67岁,SOFA评分≥7.5,降钙素原≥5.7 ng/ml,乳酸≥3.5 mmol/L, RV-FWS≥-19.4%,RV-GS/PASP≥-0.55为脓毒症预后不良的独立危险因素。使用这6个危险因素的预后模型的曲线下面积(AUC)为0.907 (95% CI: 0.858-0.954)。内部验证表明,c -指数为0.88,具有较强的nomogram标度。结论:RV-GS/PASP比值在预测脓毒症患者的临床结局方面具有重要的预后作用。结合年龄、SOFA评分、降钙素原、乳酸、RV-FWS的nomogram model具有较好的判别能力,AUC为0.907。
期刊介绍:
Frontiers? Which frontiers? Where exactly are the frontiers of cardiovascular medicine? And who should be defining these frontiers?
At Frontiers in Cardiovascular Medicine we believe it is worth being curious to foresee and explore beyond the current frontiers. In other words, we would like, through the articles published by our community journal Frontiers in Cardiovascular Medicine, to anticipate the future of cardiovascular medicine, and thus better prevent cardiovascular disorders and improve therapeutic options and outcomes of our patients.