A novel prognostic model for predicting the mortality risk of patients with sepsis-related acute respiratory failure: a cohort study using the MIMIC-IV database

References

• Rhodes A, Evans LE, Alhazzani W, et al. Surviving sepsis campaign: international guidelines for management of sepsis and septic shock: 2016. Intensive Care Med. 2017;43(3):304–377.
   PubMed Web of Science ®Google Scholar
• Chen AX, Simpson SQ, Pallin DJ. Sepsis guidelines. N Engl J Med. 2019;380(14):1369–1371.
   PubMed Web of Science ®Google Scholar
• Guillen-Guio B, Lorenzo-Salazar JM, Ma SF, et al. Sepsis-associated acute respiratory distress syndrome in individuals of European ancestry: a genome-wide association study. Lancet Respir Med. 2020;8(3):258–266.
   PubMed Web of Science ®Google Scholar
• Lelubre C, Vincent JL. Mechanisms and treatment of organ failure in sepsis. Nat Rev Nephrol. 2018;14(7):417–427.
   PubMed Web of Science ®Google Scholar
• Zampieri FG, Mazza B. Mechanical ventilation in sepsis: a reappraisal. Shock. 2017;47(1S Suppl 1):41–46.
   PubMed Web of Science ®Google Scholar
• Sheu CC, Gong MN, Zhai R, et al. Clinical characteristics and outcomes of sepsis-related vs non-sepsis-related ARDS. Chest. 2010; Sep138(3):559–567.
   PubMed Web of Science ®Google Scholar
• Zhang Z, Pan Q, Ge H, et al. Deep learning-based clustering robustly identified two classes of sepsis with both prognostic and predictive values. EBioMedicine. 2020;62:103081.
   PubMed Web of Science ®Google Scholar
• Zhao L, Li Y, Wang Y, et al. Development and validation of a nomogram for the prediction of hospital mortality of patients with encephalopathy caused by microbial infection: a retrospective cohort study. Front Microbiol. 2021;12:737066.
   PubMed Web of Science ®Google Scholar
• Hu H, Li L, Zhang Y, et al. A prediction model for assessing prognosis in critically ill patients with sepsis-associated acute kidney injury. Shock. 2021;56(4):564–572.
   PubMed Web of Science ®Google Scholar
• Singer M, Deutschman CS, Seymour CW, et al. The third international consensus definitions for sepsis and septic shock (sepsis-3). JAMA. 2016;315(8):801–810.
   PubMed Web of Science ®Google Scholar
• Erickson SE, Martin GS, Davis JL, et al. Recent trends in acute lung injury mortality: 1996-2005. Crit Care Med. 2009;37(5):1574–1579.
   PubMed Web of Science ®Google Scholar
• Bellani G, ESICM Trials Group, Laffey JG, Pham T, et al. Epidemiology, patterns of care, and mortality for patients with acute respiratory distress syndrome in intensive care units in 50 countries. JAMA. 2016;315(8):788–800.
   PubMed Web of Science ®Google Scholar
• Ford DW, Goodwin AJ, Simpson AN, et al. A severe sepsis mortality prediction model and score for use with administrative data. Crit Care Med. 2016;44(2):319–327.
   PubMed Web of Science ®Google Scholar
• Mikacenic C, Price BL, Harju-Baker S, et al. A two-biomarker model predicts mortality in the critically ill with sepsis. Am J Respir Crit Care Med. 2017;196(8):1004–1011.
   PubMed Web of Science ®Google Scholar
• Vieillard-Baron A, Matthay M, Teboul JL, et al. Experts’ opinion on management of hemodynamics in ARDS patients: focus on the effects of mechanical ventilation. Intensive Care Med. 2016;42(5):739–749.
   PubMed Web of Science ®Google Scholar
• Saleem Z, Godman B, Hassali MA, et al. Point prevalence surveys of health-care-associated infections: a systematic review. Pathog Glob Health. 2019;113(4):191–205.
   PubMed Web of Science ®Google Scholar
• Ibn Saied W, Mourvillier B, Cohen Y, et al. A comparison of the mortality risk associated with ventilator-acquired bacterial pneumonia and nonventilator ICU-acquired bacterial pneumonia. Crit Care Med. 2019;47(3):345–352.
   PubMed Web of Science ®Google Scholar
• Thille AW, Esteban A, Fernandez-Segoviano P, et al. Comparison of the Berlin definition for acute respiratory distress syndrome with autopsy. Am J Respir Crit Care Med. 2013;187(7):761–767.
   PubMed Web of Science ®Google Scholar
• Venet F, Rimmele T, Monneret G. Management of sepsis-induced immunosuppression. Crit Care Clin. 2018;34(1):97–106.
   PubMed Web of Science ®Google Scholar
• Papadopoulos P, Pistiki A, Theodorakopoulou M, et al. Immunoparalysis: clinical and immunological associations in SIRS and severe sepsis patients. Cytokine. 2017;92:83–92.
   PubMed Web of Science ®Google Scholar
• Gotts JE, Matthay MA. Sepsis: pathophysiology and clinical management. BMJ. 2016;353:i1585.
   PubMed Web of Science ®Google Scholar
• Fan SL, Miller NS, Lee J, Remick DG. Diagnosing sepsis - the role of laboratory medicine . Clin Chim Acta. 2016;460:203–210.
   PubMed Web of Science ®Google Scholar
• Briassoulis G, Briassoulis P, Miliaraki M, et al. Biomarker cruises in sepsis: who is the CAPTAIN? Discussion on “circulating biomarkers may be unable to detect infection at the early phase of sepsis in ICU patients: the CAPTAIN prospective multicenter cohort study”. Intensive Care Med. 2019;45(1):132–133.
   PubMed Web of Science ®Google Scholar
• Motzkus CA, Luckmann R. Does infection site matter? A systematic review of infection site mortality in sepsis. J Intensive Care Med. 2017;32(8):473–479.
   PubMed Web of Science ®Google Scholar
• Fujishima S, Gando S, Daizoh S, et al. Infection site is predictive of outcome in acute lung injury associated with severe sepsis and septic shock. Respirology. 2016;21(5):898–904.
   PubMed Web of Science ®Google Scholar
• Ilia S, Briassoulis G. Sepsis is change and flows ever onwards. Expert Rev anti Infect Ther. 2017;15(6):515–517.
   PubMed Web of Science ®Google Scholar
• Hou N, Li M, He L, et al. Predicting 30-days mortality for MIMIC-III patients with sepsis-3: a machine learning approach using XGboost. J Transl Med. 2020;18(1):462.
   PubMed Web of Science ®Google Scholar
• Luhr R, Cao Y, Soderquist B, et al. Trends in sepsis mortality over time in randomised sepsis trials: a systematic literature review and Meta-analysis of mortality in the control arm, 2002-2016. Crit Care. 2019;23(1):241.
   PubMed Web of Science ®Google Scholar
• Eguia E, Vivirito V, Cobb AN, et al. Predictors of death in necrotizing skin and soft tissue infection. World J Surg. 2019;43(11):2734–2739.
   PubMed Web of Science ®Google Scholar