An explainable machine learning-based model to predict intensive care unit admission among patients with community-acquired pneumonia and connective tissue disease

Aliberti S, Dela Cruz CS, Amati F, Sotgiu G, Restrepo MI. Community-acquired pneumonia. Lancet. 2021;398(10303):906–19. https://doi.org/10.1016/S0140-6736(21)00630-9.

Article  PubMed  Google Scholar 

Rothberg MB. Community-Acquired Pneumonia. Ann Intern Med. 2022;175(4):ITC49–64. https://doi.org/10.7326/AITC202204190.

Article  PubMed  Google Scholar 

Torres A, Cilloniz C, Niederman MS, et al. Pneumonia. Nat Rev Dis Primers. 2021;7(1):25. https://doi.org/10.1038/s41572-021-00259-0. Published 2021 Apr 8.

Article  PubMed  Google Scholar 

Conrad N, Misra S, Verbakel JY, et al. Incidence, prevalence, and co-occurrence of autoimmune disorders over time and by age, sex, and socioeconomic status: a population-based cohort study of 22 million individuals in the UK. Lancet. 2023;401(10391):1878–90. https://doi.org/10.1016/S0140-6736(23)00457-9.

Article  PubMed  Google Scholar 

Liang J, Sun C, Xu L, Xu G, Cao H, Lin J. Community-acquired pneumonia and hospital-acquired pneumonia in adult patients with idiopathic inflammatory myopathy: outcome and antibiotic therapy. Rheumatol Ther. 2021;8(1):255–72. https://doi.org/10.1007/s40744-020-00268-7.

Article  PubMed  Google Scholar 

Vinogradova Y, Hippisley-Cox J, Coupland C. Identification of new risk factors for pneumonia: population-based case-control study. Br J Gen Pract. 2009;59(567):e329–38. https://doi.org/10.3399/bjgp09X472629.

Article  PubMed  PubMed Central  Google Scholar 

Coyne P, Hamilton J, Heycock C, Saravanan V, Coulson E, Kelly CA. Acute lower respiratory tract infections in patients with rheumatoid arthritis. J Rheumatol. 2007;34(9):1832–6.

CAS  PubMed  Google Scholar 

Holland-Fischer M, Thomsen RW, Tarp U, Nørgaard M. Prognosis of pneumonia in patients with rheumatoid arthritis: the role of medication and disease activity prior to admission a population-based cohort study. RMD Open. 2020;6(1):e001102. https://doi.org/10.1136/rmdopen-2019-001102.

Article  PubMed  PubMed Central  Google Scholar 

Peng JM, Du B, Wang Q, et al. Dermatomyositis and Polymyositis in the Intensive Care Unit: a single-Center Retrospective Cohort Study of 102 patients. PLoS ONE. 2016;11(4):e0154441. https://doi.org/10.1371/journal.pone.0154441. Published 2016 Apr 26.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Cavallazzi R, Furmanek S, Arnold FW, et al. The Burden of Community-Acquired Pneumonia requiring admission to ICU in the United States. Chest. 2020;158(3):1008–16. https://doi.org/10.1016/j.chest.2020.03.051.

Article  PubMed  PubMed Central  Google Scholar 

Espinoza R, Silva JRLE, Bergmann A, et al. Factors associated with mortality in severe community-acquired pneumonia: a multicenter cohort study. J Crit Care. 2019;50:82–6. https://doi.org/10.1016/j.jcrc.2018.11.024.

Article  PubMed  Google Scholar 

Restrepo MI, Mortensen EM, Rello J, Brody J, Anzueto A. Late admission to the ICU in patients with community-acquired pneumonia is associated with higher mortality. Chest. 2010;137(3):552–7. https://doi.org/10.1378/chest.09-1547.

Article  PubMed  Google Scholar 

Tokioka F, Okamoto H, Yamazaki A, Itou A, Ishida T. The prognostic performance of qSOFA for community-acquired pneumonia. J Intensive Care. 2018;6:46. https://doi.org/10.1186/s40560-018-0307-7. Published 2018 Aug 8.

Article  PubMed  PubMed Central  Google Scholar 

Zaki HA, Hamdi Alkahlout B, Shaban E, et al. The battle of the Pneumonia predictors: a Comprehensive Meta-Analysis comparing the Pneumonia Severity Index (PSI) and the CURB-65 score in Predicting Mortality and the need for ICU support. Cureus. 2023;15(7):e42672. https://doi.org/10.7759/cureus.42672. Published 2023 Jul 29.

Article  PubMed  PubMed Central  Google Scholar 

Torres A, Chalmers JD, Dela Cruz CS, et al. Challenges in severe community-acquired pneumonia: a point-of-view review. Intensive Care Med. 2019;45(2):159–71. https://doi.org/10.1007/s00134-019-05519-y.

Article  PubMed  PubMed Central  Google Scholar 

García-Guevara G, Ríos-Corzo R, Díaz-Mora A, et al. Pneumonia in patients with systemic lupus erythematosus: Epidemiology, microbiology and outcomes. Lupus. 2018;27(12):1953–9. https://doi.org/10.1177/0961203318799207.

Article  PubMed  Google Scholar 

Shamout F, Zhu T, Clifton DA. Machine learning for clinical outcome prediction. IEEE Rev Biomed Eng. 2021;14:116–26. https://doi.org/10.1109/RBME.2020.3007816.

Article  PubMed  Google Scholar 

Greener JG, Kandathil SM, Moffat L, Jones DT. A guide to machine learning for biologists. Nat Rev Mol Cell Biol. 2022;23(1):40–55. https://doi.org/10.1038/s41580-021-00407-0.

Article  CAS  PubMed  Google Scholar 

Khene ZE, Bigot P, Doumerc N, et al. Application of machine learning models to Predict Recurrence after Surgical Resection of Nonmetastatic Renal Cell Carcinoma. Eur Urol Oncol. 2023;6(3):323–30. https://doi.org/10.1016/j.euo.2022.07.007.

Article  PubMed  Google Scholar 

Yu YD, Lee KS, Man Kim J, et al. Artificial intelligence for predicting survival following deceased donor liver transplantation: retrospective multi-center study. Int J Surg. 2022;105:106838. https://doi.org/10.1016/j.ijsu.2022.106838.

Article  PubMed  Google Scholar 

Chen Y, Chen H, Sun Q, et al. Machine learning model identification and prediction of patients’ need for ICU admission: a systematic review. Am J Emerg Med. 2023;73:166–70. https://doi.org/10.1016/j.ajem.2023.08.043.

Article  PubMed  Google Scholar 

Metlay JP, Waterer GW, Long AC, et al. Diagnosis and treatment of adults with community-acquired Pneumonia. An Official Clinical Practice Guideline of the American Thoracic Society and Infectious Diseases Society of America. Am J Respir Crit Care Med. 2019;200(7):e45–67. https://doi.org/10.1164/rccm.201908-1581ST.

Article  PubMed  PubMed Central  Google Scholar 

Bohan A, Peter JB. Polymyositis and dermatomyositis (first of two parts). N Engl J Med. 1975;292(7):344–7. https://doi.org/10.1056/NEJM197502132920706.

Article  CAS  PubMed  Google Scholar 

Aletaha D, Neogi T, Silman AJ, et al. 2010 rheumatoid arthritis classification criteria: an American College of Rheumatology/European League against Rheumatism collaborative initiative. Arthritis Rheum. 2010;62(9):2569–81. https://doi.org/10.1002/art.27584.

Article  PubMed  Google Scholar 

Vitali C, Bombardieri S, Moutsopoulos HM, et al. Assessment of the European classification criteria for Sjögren’s syndrome in a series of clinically defined cases: results of a prospective multicentre study. The European Study Group on Diagnostic Criteria for Sjögren’s syndrome. Ann Rheum Dis. 1996;55(2):116–21. https://doi.org/10.1136/ard.55.2.116.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Preliminary criteria for the classification of systemic sclerosis (scleroderma). Subcommittee for scleroderma criteria of the American Rheumatism Association Diagnostic and Therapeutic Criteria Committee. Arthritis Rheum. 1980;23(5):581–90. https://doi.org/10.1002/art.1780230510.

Article  Google Scholar 

Wolf L, Sheahan M, McCormick J, Michel B, Moskowitz RW. Classification criteria for systemic lupus erythematosus. Frequency in normal patients. JAMA. 1976;236(13):1497–9.

Article  CAS  PubMed  Google Scholar 

Sharp GC, Irvin WS, Tan EM, Gould RG, Holman HR. Mixed connective tissue disease–an apparently distinct rheumatic disease syndrome associated with a specific antibody to an extractable nuclear antigen (ENA). Am J Med. 1972;52(2):148–59. https://doi.org/10.1016/0002-9343(72)90064-2.

Article  CAS  PubMed  Google Scholar 

Sanchez-Pinto LN, Venable LR, Fahrenbach J, Churpek MM. Comparison of variable selection methods for clinical predictive modeling. Int J Med Inf. 2018;116:10–7. https://doi.org/10.1016/j.ijmedinf.2018.05.006.

Article  Google Scholar 

McHugh ML. Interrater reliability: the kappa statistic. Biochem Med (Zagreb). 2012;22(3):276–82.

留言 (0)

沒有登入
gif