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Prediction of sepsis within 24 hours at the triage stage in emergency departments using machine learning
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作者 Jingyuan Xie Jiandong Gao +8 位作者 Mutian Yang Ting Zhang Yecheng Liu Yutong Chen Zetong Liu Qimin Mei Zhimao Li Huadong Zhu Ji Wu 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2024年第5期379-385,共7页
BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)adm... BACKGROUND:Sepsis is one of the main causes of mortality in intensive care units(ICUs).Early prediction is critical for reducing injury.As approximately 36%of sepsis occur within 24 h after emergency department(ED)admission in Medical Information Mart for Intensive Care(MIMIC-IV),a prediction system for the ED triage stage would be helpful.Previous methods such as the quick Sequential Organ Failure Assessment(qSOFA)are more suitable for screening than for prediction in the ED,and we aimed to fi nd a light-weight,convenient prediction method through machine learning.METHODS:We accessed the MIMIC-IV for sepsis patient data in the EDs.Our dataset comprised demographic information,vital signs,and synthetic features.Extreme Gradient Boosting(XGBoost)was used to predict the risk of developing sepsis within 24 h after ED admission.Additionally,SHapley Additive exPlanations(SHAP)was employed to provide a comprehensive interpretation of the model's results.Ten percent of the patients were randomly selected as the testing set,while the remaining patients were used for training with 10-fold cross-validation.RESULTS:For 10-fold cross-validation on 14,957 samples,we reached an accuracy of 84.1%±0.3%and an area under the receiver operating characteristic(ROC)curve of 0.92±0.02.The model achieved similar performance on the testing set of 1,662 patients.SHAP values showed that the fi ve most important features were acuity,arrival transportation,age,shock index,and respiratory rate.CONCLUSION:Machine learning models such as XGBoost may be used for sepsis prediction using only a small amount of data conveniently collected in the ED triage stage.This may help reduce workload in the ED and warn medical workers against the risk of sepsis in advance. 展开更多
关键词 sepsis Machine learning emergency department TRIAGE informatics
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Comparing 11 early warning scores and three shock indices in early sepsis prediction in the emergency department
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作者 Rex Pui Kin Lam Zonglin Dai +6 位作者 Eric Ho Yin Lau Carrie Yuen Ting Ip Ho Ching Chan Lingyun Zhao Tat ChiTsang Matthew Sik Hon Tsui Timothy Hudson Rainer 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2024年第4期273-282,共10页
BACKGROUND:This study aimed to evaluate the discriminatory performance of 11 vital sign-based early warning scores(EWSs)and three shock indices in early sepsis prediction in the emergency department(ED).METHODS:We per... BACKGROUND:This study aimed to evaluate the discriminatory performance of 11 vital sign-based early warning scores(EWSs)and three shock indices in early sepsis prediction in the emergency department(ED).METHODS:We performed a retrospective study on consecutive adult patients with an infection over 3 months in a public ED in Hong Kong.The primary outcome was sepsis(Sepsis-3 definition)within 48 h of ED presentation.Using c-statistics and the DeLong test,we compared 11 EWSs,including the National Early Warning Score 2(NEWS2),Modified Early Warning Score,and Worthing Physiological Scoring System(WPS),etc.,and three shock indices(the shock index[SI],modified shock index[MSI],and diastolic shock index[DSI]),with Systemic Inflammatory Response Syndrome(SIRS)and quick Sequential Organ Failure Assessment(qSOFA)in predicting the primary outcome,intensive care unit admission,and mortality at different time points.RESULTS:We analyzed 601 patients,of whom 166(27.6%)developed sepsis.NEWS2 had the highest point estimate(area under the receiver operating characteristic curve[AUROC]0.75,95%CI 0.70-0.79)and was significantly better than SIRS,qSOFA,other EWSs and shock indices,except WPS,at predicting the primary outcome.However,the pooled sensitivity and specificity of NEWS2≥5 for the prediction of sepsis were 0.45(95%CI 0.37-0.52)and 0.88(95%CI 0.85-0.91),respectively.The discriminatory performance of all EWSs and shock indices declined when used to predict mortality at a more remote time point.CONCLUSION:NEWS2 compared favorably with other EWSs and shock indices in early sepsis prediction but its low sensitivity at the usual cut-off point requires further modification for sepsis screening. 展开更多
关键词 sepsis emergency department Clinical prediction rule Early warning score Shock index
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Validating a point of care lactate meter in adult patients with sepsis presenting to the emergency department of a tertiary care hospital of a low-to middle-income country 被引量:7
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作者 Muhammad Akbar Baig Hira Shahzad +1 位作者 Erfan Hussain Asad Mian 《World Journal of Emergency Medicine》 CAS 2017年第3期184-189,共6页
BACKGROUND: Timely identifi cation of high blood lactate levels in septic patients may allow faster detection of those patients requiring immediate resuscitation. Point-of-care(POC) testing is being increasingly utili... BACKGROUND: Timely identifi cation of high blood lactate levels in septic patients may allow faster detection of those patients requiring immediate resuscitation. Point-of-care(POC) testing is being increasingly utilized in the emergency department(ED). We examined the accuracy and timesaving effect of a handheld POC lactate device for the measurement of fingertip and whole blood lactate as compared with reference laboratory blood testing in septic ED patients.METHODS: A convenience sample of adult ED patients receiving serum lactate testing were enrolled prospectively in the ED of a multidisciplinary tertiary care hospital serving the population of one of the major cities of Pakistan. Participants underwent fi ngertip POC lactate measurement with a portable device and simultaneous whole blood sampling for analysis by both the POC lactate device and standard laboratory method. Lactate measurements were compared by intraclass correlation(ICC) and Bland and Altman plots.RESULTS: Forty-three septic patients were included in the study. The fingertip POC & whole blood POC lactate measurements each correlated tightly with the reference method(ICC=0.93 & ICC=0.92, respectively). Similarly at 6 hours, the fingertip POC & whole blood POC lactate measurements demonstrated satisfactory correlation with the reference method(ICC=0.95 & ICC=0.97, respectively).CONCLUSION: Fingertip POC lactate measurement is an accurate method to determine lactate levels in septic ED patients.KEY WORDS: Sepsis; Point of care; Lactate; Emergency department; 展开更多
关键词 sepsis Point of care LACTATE emergency department Pakistan
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Diagnostic value of biomarkers for sepsis in adult patients in the emergency department: Don't forget the neutrophil-lymphocyte count ratio
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作者 G Visveswari Bernadette Tan Qiao Min Fatimah Lateef 《Journal of Acute Disease》 2019年第2期45-52,共8页
Objective: To determine and compare the diagnostic efficiency of various biomarkers [C-reactive protein, neutrophil percentage, neutrophil-lymphocyte ratio (NLCR), lactate, procalcitonin, blood culture] in the identif... Objective: To determine and compare the diagnostic efficiency of various biomarkers [C-reactive protein, neutrophil percentage, neutrophil-lymphocyte ratio (NLCR), lactate, procalcitonin, blood culture] in the identification of septic patients in emergency department (ED), and to assess the predictive value of combination of markers. Methods: This was a prospective, single centre study conducted in the ED of an urban, tertiary care hospital. We included patients who were admitted to the ED with symptoms of a possible infection. Blood cultures and serum measurement of the biomarkers were collected from 131 patients. Patients were determined to be septic or non-septic, based on the systemic inflammatory response syndrome criteria and the diagnosis was made at the ED. Sensitivity, specificity, positive predictive value, negative predictive value and area under curves (AUC) were calculated. Results: A total of 126 patients, 61 with sepsis and 65 without sepsis were eventually included in the study. Neutrophil to lymphocyte ratio displayed the highest accuracy in diagnosing sepsis (AUC 0.735, 95% CI=0648-0.822, P<0.001). The best combination of markers in predicting sepsis was NLCR and white blood cell (AUC: 0.801, 95% CI=0.724-0.878, P<0.001). Conclusions: The results of this small study showed that NLCR outperforms other markers in diagnosing sepsis in ED. It is readily available, cost efficient, non invasive and independent. It may be insufficient to rely on this single marker to diagnose sepsis, so some other diagnostic utilities should be taken into account as one part of the overall assessment. Our study also showed that combination of NLCR and white blood cell provides the highest diagnostic accuracy. More large scale studies across different population groups will be needed to confirm this finding. 展开更多
关键词 Biomarkers emergency department sepsis SYSTEMIC inflammatory response to infection NEUTROPHIL LYMPHOCYTE count RATIO
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Outcome prediction value of National Early Warning Score in septic patients with community-acquired pneumonia in emergency department: A single-center retrospective cohort study 被引量:6
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作者 Hai-jiang Zhou Tian-fei Lan Shu-bin Guo 《World Journal of Emergency Medicine》 SCIE CAS CSCD 2020年第4期206-215,共10页
BACKGROUND:To evaluate the accuracy of National Early Warning Score(NEWS)in predicting clinical outcomes(28-day mortality,intensive care unit[ICU]admission,and mechanical ventilation use)for septic patients with commu... BACKGROUND:To evaluate the accuracy of National Early Warning Score(NEWS)in predicting clinical outcomes(28-day mortality,intensive care unit[ICU]admission,and mechanical ventilation use)for septic patients with community-acquired pneumonia(CAP)compared with other commonly used severity scores(CURB65,Pneumonia Severity Index[PSI],Sequential Organ Failure Assessment[SOFA],quick SOFA[qSOFA],and Mortality in Emergency Department Sepsis[MEDS])and admission lactate level.METHODS:Adult patients diagnosed with CAP admitted between January 2017 and May 2019 with admission SOFA≥2 from baseline were enrolled.Demographic characteristics were collected.The primary outcome was the 28-day mortality after admission,and the secondary outcome included ICU admission and mechanical ventilation use.Outcome prediction value of parameters above was compared using receiver operating characteristics(ROC)curves.Cox regression analyses were carried out to determine the risk factors for the 28-day mortality.Kaplan-Meier survival curves were plotted and compared using optimal cut-off values of qSOFA and NEWS.RESULTS:Among the 340 enrolled patients,90 patients were dead after a 28-day follow-up,62 patients were admitted to ICU,and 84 patients underwent mechanical ventilation.Among single predictors,NEWS achieved the largest area under the receiver operating characteristic(AUROC)curve in predicting the 28-day mortality(0.861),ICU admission(0.895),and use of mechanical ventilation(0.873).NEWS+lactate,similar to MEDS+lactate,outperformed other combinations of severity score and admission lactate in predicting the 28-day mortality(AUROC 0.866)and ICU admission(AUROC 0.905),while NEWS+lactate did not outperform other combinations in predicting mechanical ventilation(AUROC 0.886).Admission lactate only improved the predicting performance of CURB65 and qSOFA in predicting the 28-day mortality and ICU admission.CONCLUSIONS:NEWS could be a valuable predictor in septic patients with CAP in emergency departments.Admission lactate did not predict well the outcomes or improve the severity scores.A qSOFA≥2 and a NEWS≥9 were strongly associated with the 28-day mortality,ICU admission,and mechanical ventilation of septic patients with CAP in the emergency departments. 展开更多
关键词 Community-acquired pneumonia sepsis National Early Warning Score(NEWS) intensive care unit emergency departments
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Earlier IV Fluid and Antibiotic Administration with an ED Electronic Sepsis Screening Tool
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作者 Nicholas Graft, DO Robert Nolan, DO 《Journal of Health Science》 2016年第2期61-67,共7页
We set out to overcome barriers previously shown to impede sepsis therapy. Application of a universally standardized therapy model is an ongoing controversy. By taking advantage of the novel and adaptable aspects of a... We set out to overcome barriers previously shown to impede sepsis therapy. Application of a universally standardized therapy model is an ongoing controversy. By taking advantage of the novel and adaptable aspects of a new technology, we predict that the introduction of an electronic health record based sepsis identification tool in the emergency department will aid clinicians in earlier implementation of sepsis directed therapy, namely intravenous fluids and antibiotics. A retrospective cohort study of 3,076 patients with the diagnosis of sepsis was performed. Patient charts were identified for this study who met the criteria of: _〉 18 years old; emergency department evaluation; ICD-9 code of sepsis, severe sepsis, or septic shock. Data was divided into two treatment groups, pre- and post-best practice advisory (BPA) sepsis identification tool. Our primary outcome was time to intravenous fluids and time to antibiotics administration. The secondary outcome of in-patient all-cause mortality was measured. 1,266 patients were treated prior to, and 1,810 treated after, the BPA implementation with a decrease in time to intravenous fluids from 34% to 49.9% of patient receiving treatment in the first 60 min of emergency department arrival (difference of 15.9%; P 〈 0.05). The time to administration of antibiotics in the first 180 min of arrival improved from 40.3% to 56.8% (difference of 16.5%; P 〈 0.05). Secondarily, we found that in-patient mortality improved from 10.5% to 7.5%, pre- and post BPA respectively (difference of 3%; P 〈 0.05). Our study has demonstrated that the implementation of an active electronic health record screen tool that alerts clinicians to the possibility of sepsis may improve the time to initiate fluid blouses and antibiotics, and may lead to improved outcomes. 展开更多
关键词 sepsis therapy electronic health record EHR SIRS emergency department ED ER.
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基于临床特征、REDS评分、炎症标志物的logistic回归模型建立及联合因子对脓毒症预后的预测价值
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作者 张业鹏 毛宇径 +4 位作者 姜毓敏 谢佳丰 刘景荣 徐东 张娈娈 《河南医学研究》 CAS 2024年第11期2029-2033,共5页
目的 分析脓毒症预后不良的影响因素,基于临床特征、急诊可疑脓毒症危险分层(REDS)评分、炎症标志物建立logistic回归模型并验证其对预后的预测效能。方法 选取2021年1月至2023年1月郑州大学第一附属医院收治的脓毒症患者80例为研究对象... 目的 分析脓毒症预后不良的影响因素,基于临床特征、急诊可疑脓毒症危险分层(REDS)评分、炎症标志物建立logistic回归模型并验证其对预后的预测效能。方法 选取2021年1月至2023年1月郑州大学第一附属医院收治的脓毒症患者80例为研究对象,依据入院28 d临床结局将患者分为预后良好组、预后不良组。比较两组临床资料、REDS评分及炎症标志物[C反应蛋白(CRP)、降钙素原(PCT)、肝素结合蛋白(HBP)]水平。多因素logistic回归分析预后不良影响因素,建立logistic回归模型,包括模型1(含有临床特征、REDS评分)、模型2(含有REDS评分、炎症标志物)、联合模型(含有临床特征、REDS评分、炎症标志物)。评价不同logistic回归模型对预后的预测价值。结果 预后不良组血管活性药物使用占比、辅助通气占比高于预后良好组,入院序贯器官衰竭(SOFA)评分、入院急性生理与慢性健康状况评分Ⅱ(APACHEⅡ)、REDS评分及D-二聚体、CRP、PCT、HBP水平高于预后良好组(P<0.05);血管活性药物使用、入院SOFA评分、入院APACHEⅡ评分、REDS评分及D-二聚体、CRP、PCT、HBP水平升高为预后不良的独立危险因素(P<0.05);CRP、PCT、HBP与入院SOFA评分、入院APACHEⅡ评分、REDS评分、D-二聚体呈正相关(P<0.05);联合模型预测预后不良的曲线下面积分别大于模型1、模型2(P<0.05)。结论 基于临床特征、REDS评分及血清CRP、PCT、HBP水平建立logistic回归模型,该模型对脓毒症预后不良具有一定预测价值。 展开更多
关键词 脓毒症 急诊可疑脓毒症危险分层评分 C反应蛋白 降钙素原 肝素结合蛋白
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基于老年综合征构建急诊老年肺炎合并脓毒症患者28d死亡预测模型并验证
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作者 商娜 李秋敬 +3 位作者 刘慧珍 封晓琳 张放 郭树彬 《中华老年多器官疾病杂志》 2024年第6期460-465,共6页
目的 构建并验证基于老年综合征的急诊老年肺炎合并脓毒症患者28 d死亡的预测模型。方法 连续纳入2022年1月至11月就诊于北京朝阳医院急诊科年龄≧65岁的社区获得性肺炎合并脓毒症患者607例。使用R软件随机将患者分为训练集425例(70%)... 目的 构建并验证基于老年综合征的急诊老年肺炎合并脓毒症患者28 d死亡的预测模型。方法 连续纳入2022年1月至11月就诊于北京朝阳医院急诊科年龄≧65岁的社区获得性肺炎合并脓毒症患者607例。使用R软件随机将患者分为训练集425例(70%)和测试集182例(30%)。根据随访28 d生存情况,将患者分为生存组421例和死亡组186例。记录患者的一般资料、入院时生命体征、实验室指标及老年综合征相关内容。在训练集中,采用最小绝对收缩算子回归及Cox回归进行变量筛选,确定患者28 d死亡的独立影响因素并构建列线图。通过时间依赖的受试者工作特征曲线下面积(AUC)和校准曲线在测试集中对模型的区分度和校准度进行验证。采用临床决策曲线分析(DCA)验证模型的临床有效性。结果 多因素Cox回归分析显示,近1年跌倒史(HR=1.613,CI 1.098~2.730;P=0.015)、Glasgow评分(HR=0.923,95%CI 0.880~0.968;P=0.001)、临床衰弱量表评分(HR=1.265,95%CI 1.081~1.481;P=0.003)、外周血氧饱和度(HR=0.966,95%CI 0.949~0.983;P<0.001)、乳酸(HR=1.159,95%CI 1.095~1.226;P<0.001)、白蛋白(HR=0.963,95%CI 0.930~0.998;P=0.037)、降钙素原(HR=1.010,95%CI 1.001~1.020;P=0.026)、白细胞(HR=1.028,95%CI 1.007~1.050;P=0.009)和红细胞(HR=0.731,95%CI 0.600~0.891;P=0.002)为急诊老年肺炎合并脓毒症患者28 d死亡的独立影响因素。纳入上述9个变量构建的列线图模型预测患者28 d死亡的时间依赖的AUC在训练集和测试集中均>0.80,提示该模型在训练集和测试集中均具有较好的判别能力。校准曲线显示,列线图模型在训练集和测试集中的预测概率与观察概率一致性较好。DCA证实,列线图模型在测试集及训练集中均具有较好的临床获益。结论 基于老年综合征(跌倒、衰弱和营养不良)的列线图模型可有效预测急诊老年肺炎合并脓毒症患者28 d死亡,有利于临床医生早期进行危险分层并采取干预措施。 展开更多
关键词 老年人 肺炎 脓毒症 急诊科 预测模型
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血清促甲状腺激素在成人急诊脓毒症患者预后中的临床意义
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作者 冯瑞 杨宝平 +1 位作者 张致苍 张作良 《标记免疫分析与临床》 CAS 2024年第7期1303-1309,共7页
目的探讨血清促甲状腺激素(TSH)在成人急诊脓毒症患者预后中的临床意义。方法回顾性连续纳入2020年3月至2022年6月期间我院急诊科收治的150例成人脓毒症患者。通过电化学发光法检测ICU入院前24h内血清甲状腺功能五项。记录所有患者入院... 目的探讨血清促甲状腺激素(TSH)在成人急诊脓毒症患者预后中的临床意义。方法回顾性连续纳入2020年3月至2022年6月期间我院急诊科收治的150例成人脓毒症患者。通过电化学发光法检测ICU入院前24h内血清甲状腺功能五项。记录所有患者入院后28d内死亡率。结果死亡组血清TSH水平显著低于存活组,序贯器官衰竭评估(SOFA)评分、降钙素原(PCT)、肌酐(Cr)、尿素氮(BUN)水平均显著高于存活组(P<0.05)。经Spearman秩相关分析,急诊入院时血清TSH水平与SOFA评分和PCT均呈显著负相关(P<0.05)。多因素Logistic回归分析表明,血清TSH是成人急诊脓毒症患者28d死亡的独立预测因子(P<0.05)。入院时血清TSH预测急诊脓毒症患者28d死亡的AUC为0.870(95%CI 0.806~0.934),截断值为2.35mIU/L,特异性为80.4%,灵敏度为87.2%,其预测价值优于SOFA评分、PCT、Cr和BUN。Kaplan-Meier曲线分析中,与高血清TSH患者(≥2.35mIU/L)相比,低血清TSH患者(<2.35mIU/L)总生存率更低,中位生存时间更短(P<0.001)。此外,死亡组患者炎症细胞因子白细胞介素(IL)-1β、IL-6、IL-18、IL-11和细胞间黏附分子-1(ICAM-1)均显著高于存活组(P<0.05)。经Spearman秩相关系数分析,血清TSH与IL-1β、IL-6、IL-18、IL-11和ICAM-1均呈负相关(P<0.05)。结论入院时低血清TSH水平与成人急诊脓毒症患者死亡风险增加相关,血清TSH有希望作为成人急诊脓毒症患者短期预后不良的早期预警标志物。 展开更多
关键词 血清促甲状腺激素 急诊科 脓毒症 死亡率
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Sepsis与感染性休克的急诊救治及流程优化 被引量:10
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作者 金魁 徐军 于学忠 《协和医学杂志》 2018年第5期389-392,共4页
Sepsis及感染性休克是临床常见的综合症,与患者预后密切相关。早期救治对Sepsis及感染性休克至关重要。急诊医师在早期诊断Sepsis、评价危险因素和早期复苏方面均起到至关重要的作用。目前证据表明,"Sepsis的集束化治疗"能够... Sepsis及感染性休克是临床常见的综合症,与患者预后密切相关。早期救治对Sepsis及感染性休克至关重要。急诊医师在早期诊断Sepsis、评价危险因素和早期复苏方面均起到至关重要的作用。目前证据表明,"Sepsis的集束化治疗"能够改善此类患者预后,2018年4月"拯救Sepsis运动"再次更新了相关推荐意见,提出了"1 h集束化治疗目标",这对急诊医师提出了更高的要求。本文拟从救治流程、具体处理及可能的政策指导方面讨论Sepsis及感染性休克的急诊优化治疗,以期提高指南依从性和治疗质量,由此改善此类患者的预后。 展开更多
关键词 急诊 sepsis 感染性休克
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Sepsis patient evaluation emergency department (SPEED) score & mortality in emergency department sepsis (MEDS) score in predicting 28-day mortality of emergency sepsis patients 被引量:1
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作者 Adel Hamed Elbaih Zaynab Mohammed Elsayed +1 位作者 Rasha Mahmoud Ahmed Sara Ahmed Abd-elwahed 《Chinese Journal of Traumatology》 CAS CSCD 2019年第6期316-322,共7页
Purpose:Sepsis is a common acute life-threatening condition that emergency physicians routinely face.Diagnostic options within the Emergency Department(ED)are limited due to lack of infrastructure,consequently limitin... Purpose:Sepsis is a common acute life-threatening condition that emergency physicians routinely face.Diagnostic options within the Emergency Department(ED)are limited due to lack of infrastructure,consequently limiting the use of invasive hemodynamic monitoring or imaging tests.The mortality rate due to sepsis can be assessed via multiple scoring systems,for example,mortality in emergency department sepsis(MEDS)score and sepsis patient evaluation in the emergency department(SPEED)score,both of which quantify the variation of mortality rates according to clinical findings,laboratory data,or therapeutic interventions.This study aims to improve the management processes of sepsis patients by comparing SPEED score and MEDS score for predicting the 28-day mortality in cases of emergency sepsis.Methods:The study is a cross-sectional,prospective study including 61 sepsis patients in ED in Suez Canal University Hospital,Egypt,from August 2017 to June 2018.Patients were selected by two steps:(1)suspected septic patients presenting with at least one of the following abnormal clinical findings:(a)body temperature higher than 38℃ or lower than 36℃,(b)heart rate higher than 90 beats/min,(c)hyperventilation evidenced by respiratory rate higher than 20 breaths/min or PaCO2 lower than 32 mmHg,and(d)white blood cell count higher than 12,000/μL or lower than 4000/μL;(2)confirmed septic patients with at least a 2-point increase from the baseline total sequential organ failure assessment(SOFA)score following infection.Other inclusion criteria included adult patients with an age≥18 years regardless of gender and those who had either systemic inflammatory response syndrome or suspected/confirmed infection.Patients were shortly follow-up for the 28-day mortality.Each patient was subject to SPEED score and MEDS score and then the results were compared to detect which of them was more effective in predicting outcome.The receiver operating characteristic curves were also done for MEDS and SPEED scores.Results:Among the 61 patients,41 died with the mortality rate of 67.2%.The mortality rate increased with a higher SPEED and MEDS scores.Both SPEED and MEDS scores revealed significant difference between the survivors and nonsurvivors(p=0.004 and p<0.001,respectively),indicating that both the two systems are effective in predicting the 28-day mortality of sepsis patients.Thereafter,the receiver operating characteristic curves were plotted,which showed that SPEED was better than the MEDS score when applied to the complete study population with an area under the curve being 0.87(0.788-0.963)as compared with 0.75(0.634-0.876)for MEDS.Logistic regression analysis revealed that the best fitting predictor of 28-day mortality for sepsis patients was the SPEED scoring system.For every one unit increase in SPEED score,the odds of 28-day mortality increased by 37%.Conclusion:SPEED score is more useful and accurate than MEDS score in predicting the 28-day mortality among sepsis patients.Therefore SPEED rather than MEDS should be more widely used in the ED for sepsis patients. 展开更多
关键词 sepsis sepsis patient evaluation emergency department score Mortality in emergency department sepsis score MORTALITY
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急诊脓毒症死亡风险评分对脓毒症患者危险分层及预后的应用价值 被引量:23
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作者 戴晓勇 华玮 +3 位作者 叶宥文 周季兰 沈健 颜伶 《疑难病杂志》 CAS 2015年第11期1141-1143,共3页
目的探讨急诊脓毒症死亡风险评分(MEDS)对脓毒症患者危险分层及预后的应用价值。方法选取2012年1月—2014年6月收治的脓毒症患者62例,根据入院时患者病情分为脓毒症组21例,严重脓毒症组24例,脓毒性休克组17例;根据28 d生存情况分为存活... 目的探讨急诊脓毒症死亡风险评分(MEDS)对脓毒症患者危险分层及预后的应用价值。方法选取2012年1月—2014年6月收治的脓毒症患者62例,根据入院时患者病情分为脓毒症组21例,严重脓毒症组24例,脓毒性休克组17例;根据28 d生存情况分为存活组41例,死亡组21例。对各组分别进行急性生理和慢性健康状况评分(APACHE II)评分、序贯器官功能衰竭(SOFA)评分、MEDS评分,并测定血乳酸水平,记录患者28 d的存活情况,采用Logistic回归分析28 d病死率的危险因素。结果严重脓毒症组和脓毒性休克组SOFA、血乳酸显著高于脓毒症组(P<0.05),而严重脓毒症组与脓毒性休克组比较差异无统计学意义(P>0.05);APACHE II、MEDS评分:脓毒症组<严重脓毒症组<脓毒性休克组,差异均有统计学意义(P<0.05);严重脓毒症组与脓毒症组病死率均低于脓毒性休克组(P<0.05)。死亡组患者年龄大于存活组,APACHE II评分、SOFA评分、MEDS评分及血乳酸水平均明显高于存活组(P<0.05);随着病情的加重,脓毒症患者MEDS评分、病死率显著升高(P<0.05);随着危险分层的增加,患者病死率也显著增高(P<0.05);多凶素Logistic回归分析显示,APACHE II评分、SOFA评分、MEDS评分及血乳酸均是28 d病死率的独立危险因素(P<0.05)。结论 MEDS评分的实用性优于APACHE II、SOFA评分,可作为脓毒症患者病情危险分层及预后评估的重要指标。 展开更多
关键词 急诊脓毒症死亡风险评分 脓毒症 危险分层 预后
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尿NGAL联合MEDS评分评估脓毒症合并急性肾损伤患者病情及预后 被引量:17
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作者 奚希相 李文放 +2 位作者 马金苗 张莉芬 王毅 《第二军医大学学报》 CAS CSCD 北大核心 2017年第2期244-248,共5页
目的探讨尿液中性粒细胞明胶酶相关脂质运载蛋白(NGAL)联合急诊脓毒症死亡风险(MEDS)评分在脓毒症合并急性肾损伤(AKI)患者病情及预后的评估价值。方法选取2013年1月至2015年12月入住上海中医药大学附属第七人民医院急诊科重症监护室且... 目的探讨尿液中性粒细胞明胶酶相关脂质运载蛋白(NGAL)联合急诊脓毒症死亡风险(MEDS)评分在脓毒症合并急性肾损伤(AKI)患者病情及预后的评估价值。方法选取2013年1月至2015年12月入住上海中医药大学附属第七人民医院急诊科重症监护室且符合脓毒症合并AKI诊断标准的患者64例。依据2012年改善全球肾脏病预后组织(KDIGO)定义的AKI分期标准,将入选患者分为AKI 1期组(21例)、AKI 2期组(24例)和AKI 3期组(19例);依据28d内患者的存活情况,将患者分为死亡组(33例)和存活组(31例)。记录所有入选患者尿NGAL水平和MEDS评分,并比较不同AKI分期组以及存活组、死亡组的脓毒症患者尿NGAL水平和MEDS评分。绘制ROC曲线,分别评估尿NGAL、MEDS评分及两者联合对脓毒症合并AKI患者28d病死率的预测能力,采用约登指数找出最佳临界值。结果尿NGAL水平及MEDS评分随着脓毒症合并AKI分期的升高呈逐步上升趋势,3组之间差异有统计学意义(P<0.01)。死亡组的尿NGAL水平、MEDS评分高于存活组,差异有统计学意义(P<0.01)。ROC曲线分析显示尿NGAL及MEDS评分的曲线下面积(AUC)分别为0.885、0.841,最佳临界值分别为157.5ng/mL、10.5。尿NGAL联合MEDS评分预测28d病死率的AUC为0.936,敏感度91.4%,特异度89.2%,均优于单独使用尿NGAL或MEDS评分。结论尿NGAL及MEDS评分均可作为脓毒症合并AKI病情严重性的预测指标,两者联合对预后具有更大的评估价值。 展开更多
关键词 尿 中性粒细胞明胶酶相关脂质运载蛋白 急诊脓毒症死亡风险评分 脓毒症 急性肾损伤 预后
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血清PCT、IL-6、NT-proBNP、CTnI和D-D测定水平在急诊脓毒症患者早期诊断中的临床研究 被引量:51
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作者 赵若愚 鲍逸民 杨永青 《标记免疫分析与临床》 CAS 2016年第6期613-616,共4页
目的为了探讨急诊脓毒症患者早期诊断中测定血清降钙素原(procalcitonin,PCT)、白介素-6(interleukin-6,IL-6)、N端脑利钠肽前体(n-terminal pro B-type netriuretic peptide,NT-pro BNP)、肌钙蛋白I(cardiac troponin I,CTn I)和D-二聚... 目的为了探讨急诊脓毒症患者早期诊断中测定血清降钙素原(procalcitonin,PCT)、白介素-6(interleukin-6,IL-6)、N端脑利钠肽前体(n-terminal pro B-type netriuretic peptide,NT-pro BNP)、肌钙蛋白I(cardiac troponin I,CTn I)和D-二聚体(Ddimer,D-D)水平的临床意义。方法采用化学发光免疫分析、超敏酶免疫分析和荧光免疫分析测定了急诊就诊患者439例,其中307例诊断为急诊脓毒症患者(包括236例严重脓毒症和71例脓毒症休克)和普通感染患者132例,以及86例正常对照组血清生物标志物(PCT、IL-6、NT-pro BNP、CTn I和D-D)水平,并进行了对比性分析。采用受试者工作特征曲线(receiver operating characteristic curve,ROC曲线)分析PCT、IL-6、NT-pro BNP、CTn I和D-D评估急诊脓毒症患者早期诊断的临床价值。结果 307例急诊脓毒症患者血清PCT、IL-6、NT-pro BNP、CTn I和D-D水平较之86例正常对照组明显增高(P分别为<0.001,<0.001,<0.01,<0.001和<0.001),并且随疾病严重程度而增高。132例普通感染患者血清PCT、NTpro BNP、CTn I和D-D水平正常(P均>0.05),仅血清IL-6水平轻度增高(P<0.05)。ROC曲线对急诊脓毒症早期诊断预测的价值评估表明:五种生物标志物均具有急诊脓毒症早期诊断的价值,以PCT为最佳,其后依次为IL-6、NT-pro BNP、CTn I和D-D。结论生物标志物(PCT、IL-6、NT-pro BNP、CTn I和D-D)是急诊脓毒症早期诊断和病情严重程度评估的有价值指标。 展开更多
关键词 急诊脓毒症 严重脓毒症 脓毒症休克 生物标志物 早期诊断 有价值指标
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急诊脓毒症死亡风险评分对急诊脓毒症患者危险分层的价值研究 被引量:13
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作者 谈定玉 曹鹏 +1 位作者 夏仲芳 徐继扬 《中国急救医学》 CAS CSCD 北大核心 2013年第3期200-204,共5页
目的探讨急诊脓毒症死亡风险(MEDS)评分对急诊脓毒症患者危险分层的价值。方法选取2010—03~2010—10就诊于苏北医院急诊室、拟诊为脓毒症并住院的586例患者,进行MEDS评分、急性生理学与慢性健康状况评分Ⅱ(APACHEⅡ)和动脉血乳... 目的探讨急诊脓毒症死亡风险(MEDS)评分对急诊脓毒症患者危险分层的价值。方法选取2010—03~2010—10就诊于苏北医院急诊室、拟诊为脓毒症并住院的586例患者,进行MEDS评分、急性生理学与慢性健康状况评分Ⅱ(APACHEⅡ)和动脉血乳酸测定,记录28d转归情况。通过Logistic回归分析评价各预测因子分值与预后的关系,通过受试者工作特征(ROC)曲线对三种独立预测因子的预后能力进行比较。结果586例患者28d死亡54例,死亡组三个预测因子均明显高于存活组(MEDS评分11.5分比4.2分,APACHEⅡ评分24.9分比19.2分,乳酸4.8mmol/L比3.3mmol/L,P均〈0.01)。MEDS评分≤4分患者病死率为2.7%,5~7分为4.7%,8~12分为13.8%,13~15分为30.0%,〉15分达60.0%,趋势检验P〈0.001。MEDS评分、APACHEⅡ评分及血乳酸的ROC曲线下面积(AUC)分别为0.86、0.72、0.76,MEDS评分对28d病死率预测能力优于血乳酸(P=0.017)及APACHEⅡ评分(P=0.008)。结论MEDS评分对急诊脓毒症患者是良好的危险分层工具,预测预后能力优于APACHEⅡ评分和血乳酸。 展开更多
关键词 脓毒症 预后 急诊脓毒症死亡风险(MEDS)评分 急性生理学与慢性健康状况评分Ⅱ(APACHEⅡ) 乳酸
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MEDS评分结合血清降钙素原对脓毒症早期诊断和预后价值的评价 被引量:11
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作者 彭春红 李云 +3 位作者 张湘燕 叶贤伟 张谦 吕霞 《贵州医药》 CAS 2014年第6期487-490,共4页
目的比较急诊脓毒症病死率评分(MEDS)和血清降钙素原(PCT)对急诊重症监护病房中脓毒症的早期诊断和预后价值。方法采用前瞻性、临床病例观察及诊断试验研究。入选病例分为全身炎症反应综合征(systemic inflammatory response syndrome,S... 目的比较急诊脓毒症病死率评分(MEDS)和血清降钙素原(PCT)对急诊重症监护病房中脓毒症的早期诊断和预后价值。方法采用前瞻性、临床病例观察及诊断试验研究。入选病例分为全身炎症反应综合征(systemic inflammatory response syndrome,SIRS)组、非严重脓毒症组、严重脓毒症组、非SIRS对照组。测定24h内的炎症指标、MEDS评分及PCT浓度并进行相关分析。结果198例患者入选,其中对照组59例,SIRS组57例,非严重脓毒症组52例,严重脓毒症组30例。根据受试者工作特征曲线(ROC曲线)分析,诊断脓毒症中PCT的ROC曲线下面积(AUC)为0.936±0.02。根据重症脓毒症组和非重症脓毒症组的PCT、APACHEⅡ评分和MEDS评分数值绘制ROC曲线,由ROC曲线计算上述各指标的曲线下面积(AUC),PCT的AUC面积为0.586±0.065,显著低于APACHEⅡ评分0.941±0.023和MEDS评分0.791±0.049。结论 PCT是早期诊断脓毒症并能与SIRS鉴别的特异性较高的炎症指标;但PCT不能将脓毒症进行危险分层,结合MEDS评分和PCT可以预测脓毒症的发病概率及客观判断脓毒症病情的严重性。 展开更多
关键词 急诊脓毒症病死率评分 降钙素原 脓毒症
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老年脓毒症患者预后相关因素的探讨 被引量:13
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作者 王旭涛 陈燕启 《内科急危重症杂志》 2017年第1期23-25,共3页
目的:探讨老年脓毒症患者预后的相关因素。方法:检测139例老年脓毒症患者入院时静脉血C反应蛋白(CRP)、降钙素原(PCT)、D-二聚体(D-D)和动脉血乳酸(LAC),并分别记录24 h的急诊脓毒症病死率(MEDS)评分、急性生理和慢性健康状况Ⅱ(APACHE... 目的:探讨老年脓毒症患者预后的相关因素。方法:检测139例老年脓毒症患者入院时静脉血C反应蛋白(CRP)、降钙素原(PCT)、D-二聚体(D-D)和动脉血乳酸(LAC),并分别记录24 h的急诊脓毒症病死率(MEDS)评分、急性生理和慢性健康状况Ⅱ(APACHEⅡ)评分。根据28 d的转归,将139例脓毒症患者分为存活组80例和死亡组59例,比较上述指标在2组间有无统计学差异。采用多因素logistic回归分析筛选预测死亡的危险因素,应用受试者工作特征曲线(ROC曲线)比较危险因素的预测能力。结果:2组比较,上述指标均有统计学意义。而多因素logistic回归分析发现CRP(OR=1.041,P=0.342)、PCT(OR=0.999,P=0.898)不是预测死亡的危险因素;D-D(OR=1.050,P=0.047)、LAC水平(OR=1.529,P=0.014)、MEDS评分(OR=1.180,P=0.012)和APACHEⅡ评分(OR=1.103,P=0.036)是预测死亡的危险因素。D-D、LAC水平、MEDS评分和APACHEⅡ评分的ROC曲线下面积(AUC)分别为0.643、0.806、0.828、0.831,APACHEⅡ评分比较曲线下面积(AUC),LAC水平、MEDS评分,差异无统计学意义(P>0.05)。结论:MEDS评分、LAC水平、D-D是预测老年脓毒症患者死亡的风险因素,MEDS评分和LAC水平预测能力与APACHEⅡ评分相当。 展开更多
关键词 急诊脓毒症病死率评分 动脉乳酸水平 D-二聚体 脓毒症 预后
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急诊脓毒症严重程度评分对ICU脓毒症患者预后的预测价值 被引量:4
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作者 黄嵘 徐芳媛 +1 位作者 方向群 李翔 《浙江医学》 CAS 2021年第2期176-179,共4页
目的探讨急诊脓毒症严重程度评分(EDSSS)对ICU脓毒症患者预后的预测价值。方法回顾皖南医学院附属黄山市人民医院2018年1月至2019年7月收治符合脓毒症3.0标准的脓毒症患者临床资料,根据转归将患者分为死亡组和存活组,分别计算两组患者的... 目的探讨急诊脓毒症严重程度评分(EDSSS)对ICU脓毒症患者预后的预测价值。方法回顾皖南医学院附属黄山市人民医院2018年1月至2019年7月收治符合脓毒症3.0标准的脓毒症患者临床资料,根据转归将患者分为死亡组和存活组,分别计算两组患者的EDSSS和急性生理学与慢性健康评估Ⅱ(APACHEⅡ)评分,进行比较分析。结果共纳入109例患者,存活组患者66例(60.55%),死亡组43例(39.45%)。APACHEⅡ评分和EDSSS预测死亡风险的诊断截点分别为20.5分和5.5分,Youden指数分别为0.233和0.401,灵敏度分别为0.581和0.628,特异度分别为0.652和0.773,AUC分别是0.691(95%CI:0.591~0.791,P=0.001)和0.780(95%CI:0.692~0.869,P=0.000)。结论EDSSS对脓毒症患者的死亡有较好的预测价值,优于APACHEⅡ评分。 展开更多
关键词 急诊脓毒症严重程度评分 急性生理学与慢性健康状况Ⅱ评分 脓毒症 预后 价值
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中性粒细胞/淋巴细胞比率对细菌性脓毒症病情的评估 被引量:7
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作者 冯超 马晓迪 +2 位作者 褚云卓 康辉 崇巍 《中国医科大学学报》 CAS CSCD 北大核心 2015年第11期1007-1011,1016,共6页
目的研究中性粒细胞,淋巴细胞比率(NLCR)对细菌性脓毒症病情严重程度的评估价值。方法回顾研究2013年7月到2013年9月于中国医科大学附属第一医院就诊的138例血培养阳性的细菌性脓毒症病例。计算患者的急诊科脓毒症相关病死率(MEDS... 目的研究中性粒细胞,淋巴细胞比率(NLCR)对细菌性脓毒症病情严重程度的评估价值。方法回顾研究2013年7月到2013年9月于中国医科大学附属第一医院就诊的138例血培养阳性的细菌性脓毒症病例。计算患者的急诊科脓毒症相关病死率(MEDS)评分,根据MEDS评分将其分为高死亡风险组和中/低死亡风险组。对患者年龄、性别及首次静脉血白细胞计数、NLCR、血红蛋白、血小板、血尿素氮、肌酐、谷丙转氨酶、总胆红素、白蛋白、血糖、脑钠肽、凝血酶原时间、国际标准化比值、活化部分凝血活酶时间、D-二聚体、血清钾离子、钠离子及氯离子水平与MEDS评分死亡风险的关系进行统计学分析。结果单因素分析结果显示高死亡风险组的显著高于中/低死亡风险组NLCR[9.9(4.245~21.58)VS6.325(3.01-11.74),P=0.037]。Logistic回归多因素分析表明NLCR(β=0.427,OR=1.532,P=0.033)、血红蛋白(β=-0.221,OR=0.802,P=0.026)、总胆红素(β=0.082,OR=1.085.P=0.041)为MEDS评分高死亡风险的独立危险因素。对独立危险因素绘制受试者工作曲线,NLCR、总胆红素和血红蛋白的曲线下面积分别为0.646、0.594和0.213,当NLCR的截断值为16.89时,敏感度为0.33,特异度为0.90。结论NLCR可作为急诊预测细菌性脓毒症病情严重性的特异指标。 展开更多
关键词 细菌性脓毒症 急诊科相关病死率评分 中性粒细胞/淋巴细胞比率
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