Yuanwen Ye, Feifei Li, Baohua Yang, Liangen Lin, Linglong Chen
{"title":"[探索败血症患者脉搏氧饱和度的最佳范围:基于 MIMIC- IV 数据的回顾性研究]。","authors":"Yuanwen Ye, Feifei Li, Baohua Yang, Liangen Lin, Linglong Chen","doi":"10.3760/cma.j.cn121430-20231019-00885","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>To explore the optimal pulse oxygen saturation (SpO<sub>2</sub>) range during hospitalization for patients with sepsis.</p><p><strong>Methods: </strong>A case-control study design was employed. Demographic information, vital signs, comorbidities, laboratory parameters, critical illness scores, clinical treatment information, and clinical outcomes of sepsis patients were extracted from the Medical Information Mart for Intensive Care- IV (MIMIC- IV). A generalized additive model (GAM) combined with a Loess smoothing function was employed to analyze and visualize the nonlinear relationship between SpO<sub>2</sub> levels during hospitalization and in-hospital all-cause mortality. The optimal range of SpO<sub>2</sub> was determined, and Logistic regression model along with Kaplan-Meier curve were utilized to validate the association between the determined range of SpO<sub>2</sub> and in-hospital all-cause mortality.</p><p><strong>Results: </strong>A total of 5 937 patients met the inclusion criteria, among whom 1 191 (20.1%) died during hospitalization. GAM analysis revealed a nonlinear and U-shaped relationship between SpO<sub>2</sub> levels and in-hospital all-cause mortality among sepsis patients during hospitalization. Multivariable Logistic regression analysis further confirmed that patients with SpO<sub>2</sub> levels between 0.96 and 0.98 during hospitalization had a decreased mortality compared to those with SpO<sub>2</sub> < 0.96 [hypoxia group; odds ratio (OR) = 2.659, 95% confidence interval (95%CI) was 2.190-3.229, P < 0.001] and SpO<sub>2</sub> > 0.98 (hyperoxia group; OR = 1.594, 95%CI was 1.337-1.900, P < 0.001). Kaplan-Meier survival curve showed that patients with SpO<sub>2</sub> between 0.96 and 0.98 during hospitalization had a higher probability of survival than those patient with SpO<sub>2</sub> < 0.96 and SpO<sub>2</sub> > 0.98 (Log-Rank test: χ <sup>2</sup> = 113.400, P < 0.001). Sensitivity analyses demonstrated that, with the exception of subgroups with smaller sample sizes, across the strata of age, gender, body mass index (BMI), admission type, race, heart rate, systolic blood pressure, diastolic blood pressure, mean arterial pressure, respiratory rate, body temperature, myocardial infarction, congestive heart failure, cerebrovascular disease, chronic liver disease, diabetes mellitus, sequential organ failure assessment (SOFA), simplified acute physiology score II (SAPS II), systemic inflammatory response syndrome score (SIRS), and Glasgow coma score (GCS), the mortality of patients with SpO<sub>2</sub> between 0.96 and 0.98 was significantly lower than those of patients with SpO<sub>2</sub> < 0.96 and SpO<sub>2</sub> > 0.98.</p><p><strong>Conclusions: </strong>During hospitalization, the level of SpO<sub>2</sub> among sepsis patients exhibits a U-shaped relationship with in-hospital all-cause mortality, indicating that heightened and diminished oxygen levels are both associated with increased mortality risk. The optimal SpO<sub>2</sub> range is determined to be between 0.96 and 0.98.</p>","PeriodicalId":24079,"journal":{"name":"Zhonghua wei zhong bing ji jiu yi xue","volume":"36 8","pages":"813-820"},"PeriodicalIF":0.0000,"publicationDate":"2024-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"[Exploring the optimal range of pulse oxygen saturation in patients with sepsis: a retrospective study based on MIMIC- IV data].\",\"authors\":\"Yuanwen Ye, Feifei Li, Baohua Yang, Liangen Lin, Linglong Chen\",\"doi\":\"10.3760/cma.j.cn121430-20231019-00885\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>To explore the optimal pulse oxygen saturation (SpO<sub>2</sub>) range during hospitalization for patients with sepsis.</p><p><strong>Methods: </strong>A case-control study design was employed. Demographic information, vital signs, comorbidities, laboratory parameters, critical illness scores, clinical treatment information, and clinical outcomes of sepsis patients were extracted from the Medical Information Mart for Intensive Care- IV (MIMIC- IV). A generalized additive model (GAM) combined with a Loess smoothing function was employed to analyze and visualize the nonlinear relationship between SpO<sub>2</sub> levels during hospitalization and in-hospital all-cause mortality. The optimal range of SpO<sub>2</sub> was determined, and Logistic regression model along with Kaplan-Meier curve were utilized to validate the association between the determined range of SpO<sub>2</sub> and in-hospital all-cause mortality.</p><p><strong>Results: </strong>A total of 5 937 patients met the inclusion criteria, among whom 1 191 (20.1%) died during hospitalization. GAM analysis revealed a nonlinear and U-shaped relationship between SpO<sub>2</sub> levels and in-hospital all-cause mortality among sepsis patients during hospitalization. Multivariable Logistic regression analysis further confirmed that patients with SpO<sub>2</sub> levels between 0.96 and 0.98 during hospitalization had a decreased mortality compared to those with SpO<sub>2</sub> < 0.96 [hypoxia group; odds ratio (OR) = 2.659, 95% confidence interval (95%CI) was 2.190-3.229, P < 0.001] and SpO<sub>2</sub> > 0.98 (hyperoxia group; OR = 1.594, 95%CI was 1.337-1.900, P < 0.001). Kaplan-Meier survival curve showed that patients with SpO<sub>2</sub> between 0.96 and 0.98 during hospitalization had a higher probability of survival than those patient with SpO<sub>2</sub> < 0.96 and SpO<sub>2</sub> > 0.98 (Log-Rank test: χ <sup>2</sup> = 113.400, P < 0.001). Sensitivity analyses demonstrated that, with the exception of subgroups with smaller sample sizes, across the strata of age, gender, body mass index (BMI), admission type, race, heart rate, systolic blood pressure, diastolic blood pressure, mean arterial pressure, respiratory rate, body temperature, myocardial infarction, congestive heart failure, cerebrovascular disease, chronic liver disease, diabetes mellitus, sequential organ failure assessment (SOFA), simplified acute physiology score II (SAPS II), systemic inflammatory response syndrome score (SIRS), and Glasgow coma score (GCS), the mortality of patients with SpO<sub>2</sub> between 0.96 and 0.98 was significantly lower than those of patients with SpO<sub>2</sub> < 0.96 and SpO<sub>2</sub> > 0.98.</p><p><strong>Conclusions: </strong>During hospitalization, the level of SpO<sub>2</sub> among sepsis patients exhibits a U-shaped relationship with in-hospital all-cause mortality, indicating that heightened and diminished oxygen levels are both associated with increased mortality risk. The optimal SpO<sub>2</sub> range is determined to be between 0.96 and 0.98.</p>\",\"PeriodicalId\":24079,\"journal\":{\"name\":\"Zhonghua wei zhong bing ji jiu yi xue\",\"volume\":\"36 8\",\"pages\":\"813-820\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Zhonghua wei zhong bing ji jiu yi xue\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.3760/cma.j.cn121430-20231019-00885\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Medicine\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Zhonghua wei zhong bing ji jiu yi xue","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3760/cma.j.cn121430-20231019-00885","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Medicine","Score":null,"Total":0}
[Exploring the optimal range of pulse oxygen saturation in patients with sepsis: a retrospective study based on MIMIC- IV data].
Objective: To explore the optimal pulse oxygen saturation (SpO2) range during hospitalization for patients with sepsis.
Methods: A case-control study design was employed. Demographic information, vital signs, comorbidities, laboratory parameters, critical illness scores, clinical treatment information, and clinical outcomes of sepsis patients were extracted from the Medical Information Mart for Intensive Care- IV (MIMIC- IV). A generalized additive model (GAM) combined with a Loess smoothing function was employed to analyze and visualize the nonlinear relationship between SpO2 levels during hospitalization and in-hospital all-cause mortality. The optimal range of SpO2 was determined, and Logistic regression model along with Kaplan-Meier curve were utilized to validate the association between the determined range of SpO2 and in-hospital all-cause mortality.
Results: A total of 5 937 patients met the inclusion criteria, among whom 1 191 (20.1%) died during hospitalization. GAM analysis revealed a nonlinear and U-shaped relationship between SpO2 levels and in-hospital all-cause mortality among sepsis patients during hospitalization. Multivariable Logistic regression analysis further confirmed that patients with SpO2 levels between 0.96 and 0.98 during hospitalization had a decreased mortality compared to those with SpO2 < 0.96 [hypoxia group; odds ratio (OR) = 2.659, 95% confidence interval (95%CI) was 2.190-3.229, P < 0.001] and SpO2 > 0.98 (hyperoxia group; OR = 1.594, 95%CI was 1.337-1.900, P < 0.001). Kaplan-Meier survival curve showed that patients with SpO2 between 0.96 and 0.98 during hospitalization had a higher probability of survival than those patient with SpO2 < 0.96 and SpO2 > 0.98 (Log-Rank test: χ 2 = 113.400, P < 0.001). Sensitivity analyses demonstrated that, with the exception of subgroups with smaller sample sizes, across the strata of age, gender, body mass index (BMI), admission type, race, heart rate, systolic blood pressure, diastolic blood pressure, mean arterial pressure, respiratory rate, body temperature, myocardial infarction, congestive heart failure, cerebrovascular disease, chronic liver disease, diabetes mellitus, sequential organ failure assessment (SOFA), simplified acute physiology score II (SAPS II), systemic inflammatory response syndrome score (SIRS), and Glasgow coma score (GCS), the mortality of patients with SpO2 between 0.96 and 0.98 was significantly lower than those of patients with SpO2 < 0.96 and SpO2 > 0.98.
Conclusions: During hospitalization, the level of SpO2 among sepsis patients exhibits a U-shaped relationship with in-hospital all-cause mortality, indicating that heightened and diminished oxygen levels are both associated with increased mortality risk. The optimal SpO2 range is determined to be between 0.96 and 0.98.