无创通气失败风险预测模型的研究进展_Chinese Journal of Respiratory and Critical Care Medicine

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刘春桃 ¹ , FU Min ² , CHEN Xi ¹ ,  YANG Bo ¹

1. ;
2. ;

Corresponding author：

YANG Bo, Email: 503851@csu.edu.cn

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DOI：

10.7507/1671-6205.202204056

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Citation： FU Min, CHEN Xi, YANG Bo. 无创通气失败风险预测模型的研究进展. Chinese Journal of Respiratory and Critical Care Medicine, 2022, 21(9): 678-684. doi: 10.7507/1671-6205.202204056 Copy

1.	Chandra D, Stamm JA, Taylor B, et al. Outcomes of noninvasive ventilation for acute exacerbations of chronic obstructive pulmonary disease in the United States, 1998-2008. Am J Respir Crit Care Med, 2012, 185(2): 152-159.
2.	Demoule A, Chevret S, Carlucci A, et al. Changing use of noninvasive ventilation in critically ill patients: trends over 15 years in francophone countries. Intensive Care Med, 2016, 42(1): 82-92.
3.	罗群, 陈荣昌. 无创正压通气临床应用专家共识. 中华结核和呼吸杂志, 2009, 32(2): 86-98.
4.	张新超, 钱传云, 张劲农, 等. 无创正压通气急诊临床实践专家共识(2018). 临床急诊杂志, 2019, 20(1): 6-17.
5.	Davidson AC, Banham S, Elliott M, et al. BTS/ICS Guideline for the Ventilatory Management of Acute Hypercapnic Respiratory Failure in Adults. Thorax, 2016, 71 Suppl 2: ii1-35.
6.	Rochwerg B, Brochard L, Elliott MW, et al. Official ERS/ATS Clinical Practice Guidelines: Noninvasive Ventilation for Acute Respiratory Failure. Eur Respir J, 2017, 50(2): 1602426.
7.	Akashiba T, Ishikawa Y, Ishihara H, et al. The Japanese Respiratory Society Noninvasive Positive Pressure Ventilation (NPPV) Guidelines (second revised edition). Respir Investig, 2017, 55(1): 83-92.
8.	Moretti M, Cilione C, Tampieri A, et al. Incidence and causes of non-invasive mechanical ventilation failure after initial success. Thorax, 2000, 55(10): 819-825.
9.	Stefan MS, Priya A, Pekow PS, et al. The comparative effectiveness of noninvasive and invasive ventilation in patients with pneumonia. J Crit Care, 2018, 43: 190-196.
10.	Antonelli M, Conti G, Moro ML, et al. Predictors of failure of noninvasive positive pressure ventilation in patients with acute hypoxemic respiratory failure: a multi-center study. Intensive Care Med, 2001, 27(11): 1718-1728.
11.	Stefan MS, Nathanson BH, Lagu T, et al. Outcomes of noninvasive and invasive ventilation in patients hospitalized with asthma exacerbation. Ann Am Thorac Soc, 2016, 13(7): 1096-1104.
12.	Demoule A, Girou E, Richard JC, et al. Benefits and risks of success or failure of noninvasive ventilation. Intensive Care Med, 2006, 32(11): 1756-1765.
13.	Rodriguez A, Ferri C, Martin-Loeches I, et al. Risk factors for noninvasive ventilation failure in critically ill subjects with confirmed influenza infection. Respir Care, 2017, 62(10): 1307-1315.
14.	van Gemert JP, Brijker F. Intubation after noninvasive ventilation failure in chronic obstructive pulmonary disease: associated factors at emergency department presentation. Eur J Emerg Med, 2015, 22(1): 67-69.
15.	Pons-Òdena M, Medina A, Modesto V, et al. ¿Cuáles son los factores predictores de fracaso de ventilación no invasiva más fiables en una unidad de cuidados intensivos pediátricos? [What are the most reliable predictive factors of non-invasive ventilation failure in paediatric intensive care units?]. An Pediatr (Engl Ed), 2019, 91(5): 307-316.
16.	Ferreira JC, Medeiros PJr, Rego FM, et al. Risk factors for noninvasive ventilation failure in cancer patients in the intensive care unit: a retrospective cohort study. J Crit Care, 2015, 30(5): 1003-1007.
17.	Custodero C, Gandolfo F, Cella A, et al. Multidimensional prognostic index (MPI) predicts non-invasive ventilation failure in older adults with acute respiratory failure. Arch Gerontol Geriatr, 2021, 94: 104327.
18.	韩姗姗, 王瑾, 贠秀俐. 无创正压通气治疗慢性阻塞性肺疾病合并呼吸衰竭失败危险因素的Meta分析. 中国呼吸与危重监护杂志, 2021, 20(10): 694-702.
19.	Liu Y, An Z, Chen JQ, et al. Risk factors for noninvasive ventilation failure in patients with post-extubation acute respiratory failure after cardiac surgery. J Thorac Dis, 2018, 10(6): 3319-3328.
20.	Chawla R, Mansuriya J, Modi N, et al. Acute respiratory distress syndrome: predictors of noninvasive ventilation failure and intensive care unit mortality in clinical practice. J Crit Care, 2016, 31(1): 26-30.
21.	Jatoi S, Akhter S, Rizvi N, et al. Standard factors predicting success of non-invasive ventilation are useful in treating patients with POST Tuberculosis sequel. Pak Med Assoc, 2019, 69(8): 1146-1149.
22.	Liengswangwong W, Yuksen C, Thepkong T, et al. Early detection of non-invasive ventilation failure among acute respiratory failure patients in the emergency department. BMC Emerg Med, 2020, 20(1): 80.
23.	Ergan B, Nasiłowski J, Winck JC. How should we monitor patients with acute respiratory failure treated with noninvasive ventilation?. Eur Respir Rev, 2018, 27(148): 170101.
24.	Chawla RK, Yadav V, Banerjee S, et al. Predictors of success and failure of non-invasive ventilation use in type-2 respiratory failure. Indian J Tuberc, 2021, 68(1): 20-24.
25.	Duan J, Han XL, Bai LF, et al. Assessment of heart rate, acidosis, consciousness, oxygenation, and respiratory rate to predict noninvasive ventilation failure in hypoxemic patients. Intensive Care Med, 2017, 43(2): 192-199.
26.	Chen T, Bai LF, Hu WH, et al. Risk factors associated with late failure of noninvasive ventilation in patients with chronic obstructive pulmonary disease. Can Respir J, 2020, 2020: 8885464.
27.	任红岩, 王月霞, 忽新刚, 等. 急性呼吸衰竭患者无创通气治疗失败的影响因素分析. 中国实用医刊, 2021, 48(8): 8-11.
28.	范小玉, 李秀. NPPV治疗AECOPD合并重度呼吸性酸中毒失败相关因素分析. 临床肺科杂志, 2019, 24(5): 822-826.
29.	Nicolini A, Ferraioli G, Ferrari-Bravo M, et al. Early non-invasive ventilation treatment for respiratory failure due to severe community-acquired pneumonia. Clin Respir J, 2016, 10(1): 98-103.
30.	Bellani G, Laffey JG, Pham T, et al. Noninvasive ventilatio of patients with acute respiratory distress syndrome. Insights from the LUNG SAFE study. Am J Respir Crit Care Med, 2017, 195(1): 67-77.
31.	Hayek AJ, Scott V, Yau P, et al. Bedside risk stratification for mortality in patients with acute respiratory failure treated with noninvasive ventilation. Proc (Bayl Univ Med Cent), 2020, 33(2): 172-177.
32.	Park MJ, Cho JH, Chang Y, et al. Factors for predicting noninvasive ventilation failure in elderly patients with respiratory failure. J Clin Med, 2020, 9(7): 2116.
33.	Wang JR, Shang HM, Yang XY, et al. Procalcitonin, C-reactive protein, PaCO2, and noninvasive mechanical ventilation failure in chronic obstructive pulmonary disease exacerbation. Medicine (Baltimore), 2019, 98(17): e15171.
34.	Luo ZJ, Cao ZX. Risk factors for noninvasive ventilation failure in patients with acute cardiogenic pulmonary edema: a prospective, observational cohort study. J Crit Care, 2017, 40: 277-278.
35.	Frat JP, Ragot S, Coudroy R, et al. Predictors of intubation in patients with acute hypoxemic respiratory failure treated with a noninvasive oxygenation strategy. Crit Care Med, 2018, 46(1): 208-215.
36.	Joves-Sević B, Obradović D, Srdjan Stefanović, et al. General ward and pneumonia size as predictors of noninvasive ventilation failure. Srp Arh Celok Lek, 2016, 144(3-4): 142-145.
37.	Suttapanit K, Boriboon J, Sanguanwit P. Risk factors for non-invasive ventilation failure in influenza infection with acute respiratory failure in emergency department. Am J Emerg Med, 2021, 45: 368-373.
38.	李录, 赵喆, 于鹏, 等. 急性高碳酸血症呼吸衰竭老年患者无创通气治疗失败风险评估模型研究. 中国临床保健杂志, 2021, 24(1): 23-28.
39.	Steriade AT, Johari S, Sargarovschi N, et al. Predictors of outcome of noninvasive ventilation in severe COPD exacerbation. BMC Pulm Med, 2019, 19(1): 131.
40.	Thille AW, Contou D, Fragnoli C, et al. Non-invasive ventilation for acute hypoxemic respiratory failure: intubation rate and risk factors. Crit Care, 2013, 17(6): R269.
41.	Pilotto A, Ferrucci L, Franceschi M, et al. Development and validation of a multidimensional prognostic index for one-year mortality from comprehensive geriatric assessment in hospitalized older patients. Rejuvenation Res, 2008, 11(1): 151-161.
42.	Carrillo A, Lopez A, Carrillo L, et al. Validity of a clinical scale in predicting the failure of non-invasive ventilation in hypoxemic patients. J Crit Care, 2020, 60: 152-158.
43.	Shu WW, Guo SL, Yang FX, et al. Association between ARDS etiology and risk of noninvasive ventilation failure. Ann Am Thorac Soc, 2022, 19(2): 255-263.
44.	Quigley D, Jones S, Piccolo F, et al. Midland non-invasive ventilation score: a tool to predict non-invasive ventilation failure in people with acute hypercapnic respiratory failure. Intern Med J, 2020, 50(11): 1412-1415.
45.	Martinez-Urbistondo D, Alegre F, Carmona-Torre F, et al. Mortality prediction in patients undergoing non-invasive ventilation in intermediate care. PLoS One, 2015, 10(10): e0139702.
46.	Duan J, Wang SY, Liu P, et al. Early prediction of noninvasive ventilation failure in COPD patients: derivation, internal validation, and external validation of a simple risk score. Ann Intensive Care, 2019, 9(1): 108.
47.	Ding M, Han XL, Bai LF, et al. Impact of HACOR score on noninvasive ventilation failure in Non-COPD patients with acute-on-chronic respiratory failure. Can Respir J, 2021, 2021: 9960667.
48.	丁伟超, 许铁, 燕宪亮, 等. AECOPD患者无创通气成败的危险因素评估. 中华灾害救援医学, 2021, 9(9): 1206-1210.
49.	Feng X, Pan S, Yan ML, et al. Dynamic prediction of late noninvasive ventilation failure in intensive care unit using a time adaptive machine model. Comput Methods Programs Biomed, 2021, 208: 106290.
50.	郭薇, 薛澜. 互联网医疗的现实定位与未来发展. 探索, 2016, (6): 142-148.
51.	Weng Y, Fang Y, Yan HY, et al. Bayesian non-parametric classification with tree-based feature transformation for NIPPV efficacy prediction in COPD patients. IEEE Access, 2019, 7: 177774-177783.
52.	Liang N, Wang CL, Duan J, et al. Efficacy prediction of noninvasive ventilation failure based on the stacking ensemble algorithm and autoencoder. BMC Med Inform Decis Mak, 2022, 22(1): 27.
53.	单梦田, 陈荣昌, 庞晓倩, 等. 无创通气连接方式的研究进展. 中华结核和呼吸杂志, 2020, 43(10): 881-885.
54.	丁雅刚, 齐晓科, 赵元. 冠状动脉旁路移植术风险预测模型的研究进展. 中国胸心血管外科临床杂志, 2016, 23(12): 1177-1182.

1. Chandra D, Stamm JA, Taylor B, et al. Outcomes of noninvasive ventilation for acute exacerbations of chronic obstructive pulmonary disease in the United States, 1998-2008. Am J Respir Crit Care Med, 2012, 185(2): 152-159.
2. Demoule A, Chevret S, Carlucci A, et al. Changing use of noninvasive ventilation in critically ill patients: trends over 15 years in francophone countries. Intensive Care Med, 2016, 42(1): 82-92.
3. 罗群, 陈荣昌. 无创正压通气临床应用专家共识. 中华结核和呼吸杂志, 2009, 32(2): 86-98.
4. 张新超, 钱传云, 张劲农, 等. 无创正压通气急诊临床实践专家共识(2018). 临床急诊杂志, 2019, 20(1): 6-17.
5. Davidson AC, Banham S, Elliott M, et al. BTS/ICS Guideline for the Ventilatory Management of Acute Hypercapnic Respiratory Failure in Adults. Thorax, 2016, 71 Suppl 2: ii1-35.
6. Rochwerg B, Brochard L, Elliott MW, et al. Official ERS/ATS Clinical Practice Guidelines: Noninvasive Ventilation for Acute Respiratory Failure. Eur Respir J, 2017, 50(2): 1602426.
7. Akashiba T, Ishikawa Y, Ishihara H, et al. The Japanese Respiratory Society Noninvasive Positive Pressure Ventilation (NPPV) Guidelines (second revised edition). Respir Investig, 2017, 55(1): 83-92.
8. Moretti M, Cilione C, Tampieri A, et al. Incidence and causes of non-invasive mechanical ventilation failure after initial success. Thorax, 2000, 55(10): 819-825.
9. Stefan MS, Priya A, Pekow PS, et al. The comparative effectiveness of noninvasive and invasive ventilation in patients with pneumonia. J Crit Care, 2018, 43: 190-196.
10. Antonelli M, Conti G, Moro ML, et al. Predictors of failure of noninvasive positive pressure ventilation in patients with acute hypoxemic respiratory failure: a multi-center study. Intensive Care Med, 2001, 27(11): 1718-1728.
11. Stefan MS, Nathanson BH, Lagu T, et al. Outcomes of noninvasive and invasive ventilation in patients hospitalized with asthma exacerbation. Ann Am Thorac Soc, 2016, 13(7): 1096-1104.
12. Demoule A, Girou E, Richard JC, et al. Benefits and risks of success or failure of noninvasive ventilation. Intensive Care Med, 2006, 32(11): 1756-1765.
13. Rodriguez A, Ferri C, Martin-Loeches I, et al. Risk factors for noninvasive ventilation failure in critically ill subjects with confirmed influenza infection. Respir Care, 2017, 62(10): 1307-1315.
14. van Gemert JP, Brijker F. Intubation after noninvasive ventilation failure in chronic obstructive pulmonary disease: associated factors at emergency department presentation. Eur J Emerg Med, 2015, 22(1): 67-69.
15. Pons-Òdena M, Medina A, Modesto V, et al. ¿Cuáles son los factores predictores de fracaso de ventilación no invasiva más fiables en una unidad de cuidados intensivos pediátricos? [What are the most reliable predictive factors of non-invasive ventilation failure in paediatric intensive care units?]. An Pediatr (Engl Ed), 2019, 91(5): 307-316.
16. Ferreira JC, Medeiros PJr, Rego FM, et al. Risk factors for noninvasive ventilation failure in cancer patients in the intensive care unit: a retrospective cohort study. J Crit Care, 2015, 30(5): 1003-1007.
17. Custodero C, Gandolfo F, Cella A, et al. Multidimensional prognostic index (MPI) predicts non-invasive ventilation failure in older adults with acute respiratory failure. Arch Gerontol Geriatr, 2021, 94: 104327.
18. 韩姗姗, 王瑾, 贠秀俐. 无创正压通气治疗慢性阻塞性肺疾病合并呼吸衰竭失败危险因素的Meta分析. 中国呼吸与危重监护杂志, 2021, 20(10): 694-702.
19. Liu Y, An Z, Chen JQ, et al. Risk factors for noninvasive ventilation failure in patients with post-extubation acute respiratory failure after cardiac surgery. J Thorac Dis, 2018, 10(6): 3319-3328.
20. Chawla R, Mansuriya J, Modi N, et al. Acute respiratory distress syndrome: predictors of noninvasive ventilation failure and intensive care unit mortality in clinical practice. J Crit Care, 2016, 31(1): 26-30.
21. Jatoi S, Akhter S, Rizvi N, et al. Standard factors predicting success of non-invasive ventilation are useful in treating patients with POST Tuberculosis sequel. Pak Med Assoc, 2019, 69(8): 1146-1149.
22. Liengswangwong W, Yuksen C, Thepkong T, et al. Early detection of non-invasive ventilation failure among acute respiratory failure patients in the emergency department. BMC Emerg Med, 2020, 20(1): 80.
23. Ergan B, Nasiłowski J, Winck JC. How should we monitor patients with acute respiratory failure treated with noninvasive ventilation?. Eur Respir Rev, 2018, 27(148): 170101.
24. Chawla RK, Yadav V, Banerjee S, et al. Predictors of success and failure of non-invasive ventilation use in type-2 respiratory failure. Indian J Tuberc, 2021, 68(1): 20-24.
25. Duan J, Han XL, Bai LF, et al. Assessment of heart rate, acidosis, consciousness, oxygenation, and respiratory rate to predict noninvasive ventilation failure in hypoxemic patients. Intensive Care Med, 2017, 43(2): 192-199.
26. Chen T, Bai LF, Hu WH, et al. Risk factors associated with late failure of noninvasive ventilation in patients with chronic obstructive pulmonary disease. Can Respir J, 2020, 2020: 8885464.
27. 任红岩, 王月霞, 忽新刚, 等. 急性呼吸衰竭患者无创通气治疗失败的影响因素分析. 中国实用医刊, 2021, 48(8): 8-11.
28. 范小玉, 李秀. NPPV治疗AECOPD合并重度呼吸性酸中毒失败相关因素分析. 临床肺科杂志, 2019, 24(5): 822-826.
29. Nicolini A, Ferraioli G, Ferrari-Bravo M, et al. Early non-invasive ventilation treatment for respiratory failure due to severe community-acquired pneumonia. Clin Respir J, 2016, 10(1): 98-103.
30. Bellani G, Laffey JG, Pham T, et al. Noninvasive ventilatio of patients with acute respiratory distress syndrome. Insights from the LUNG SAFE study. Am J Respir Crit Care Med, 2017, 195(1): 67-77.
31. Hayek AJ, Scott V, Yau P, et al. Bedside risk stratification for mortality in patients with acute respiratory failure treated with noninvasive ventilation. Proc (Bayl Univ Med Cent), 2020, 33(2): 172-177.
32. Park MJ, Cho JH, Chang Y, et al. Factors for predicting noninvasive ventilation failure in elderly patients with respiratory failure. J Clin Med, 2020, 9(7): 2116.
33. Wang JR, Shang HM, Yang XY, et al. Procalcitonin, C-reactive protein, PaCO2, and noninvasive mechanical ventilation failure in chronic obstructive pulmonary disease exacerbation. Medicine (Baltimore), 2019, 98(17): e15171.
34. Luo ZJ, Cao ZX. Risk factors for noninvasive ventilation failure in patients with acute cardiogenic pulmonary edema: a prospective, observational cohort study. J Crit Care, 2017, 40: 277-278.
35. Frat JP, Ragot S, Coudroy R, et al. Predictors of intubation in patients with acute hypoxemic respiratory failure treated with a noninvasive oxygenation strategy. Crit Care Med, 2018, 46(1): 208-215.
36. Joves-Sević B, Obradović D, Srdjan Stefanović, et al. General ward and pneumonia size as predictors of noninvasive ventilation failure. Srp Arh Celok Lek, 2016, 144(3-4): 142-145.
37. Suttapanit K, Boriboon J, Sanguanwit P. Risk factors for non-invasive ventilation failure in influenza infection with acute respiratory failure in emergency department. Am J Emerg Med, 2021, 45: 368-373.
38. 李录, 赵喆, 于鹏, 等. 急性高碳酸血症呼吸衰竭老年患者无创通气治疗失败风险评估模型研究. 中国临床保健杂志, 2021, 24(1): 23-28.
39. Steriade AT, Johari S, Sargarovschi N, et al. Predictors of outcome of noninvasive ventilation in severe COPD exacerbation. BMC Pulm Med, 2019, 19(1): 131.
40. Thille AW, Contou D, Fragnoli C, et al. Non-invasive ventilation for acute hypoxemic respiratory failure: intubation rate and risk factors. Crit Care, 2013, 17(6): R269.
41. Pilotto A, Ferrucci L, Franceschi M, et al. Development and validation of a multidimensional prognostic index for one-year mortality from comprehensive geriatric assessment in hospitalized older patients. Rejuvenation Res, 2008, 11(1): 151-161.
42. Carrillo A, Lopez A, Carrillo L, et al. Validity of a clinical scale in predicting the failure of non-invasive ventilation in hypoxemic patients. J Crit Care, 2020, 60: 152-158.
43. Shu WW, Guo SL, Yang FX, et al. Association between ARDS etiology and risk of noninvasive ventilation failure. Ann Am Thorac Soc, 2022, 19(2): 255-263.
44. Quigley D, Jones S, Piccolo F, et al. Midland non-invasive ventilation score: a tool to predict non-invasive ventilation failure in people with acute hypercapnic respiratory failure. Intern Med J, 2020, 50(11): 1412-1415.
45. Martinez-Urbistondo D, Alegre F, Carmona-Torre F, et al. Mortality prediction in patients undergoing non-invasive ventilation in intermediate care. PLoS One, 2015, 10(10): e0139702.
46. Duan J, Wang SY, Liu P, et al. Early prediction of noninvasive ventilation failure in COPD patients: derivation, internal validation, and external validation of a simple risk score. Ann Intensive Care, 2019, 9(1): 108.
47. Ding M, Han XL, Bai LF, et al. Impact of HACOR score on noninvasive ventilation failure in Non-COPD patients with acute-on-chronic respiratory failure. Can Respir J, 2021, 2021: 9960667.
48. 丁伟超, 许铁, 燕宪亮, 等. AECOPD患者无创通气成败的危险因素评估. 中华灾害救援医学, 2021, 9(9): 1206-1210.
49. Feng X, Pan S, Yan ML, et al. Dynamic prediction of late noninvasive ventilation failure in intensive care unit using a time adaptive machine model. Comput Methods Programs Biomed, 2021, 208: 106290.
50. 郭薇, 薛澜. 互联网医疗的现实定位与未来发展. 探索, 2016, (6): 142-148.
51. Weng Y, Fang Y, Yan HY, et al. Bayesian non-parametric classification with tree-based feature transformation for NIPPV efficacy prediction in COPD patients. IEEE Access, 2019, 7: 177774-177783.
52. Liang N, Wang CL, Duan J, et al. Efficacy prediction of noninvasive ventilation failure based on the stacking ensemble algorithm and autoencoder. BMC Med Inform Decis Mak, 2022, 22(1): 27.
53. 单梦田, 陈荣昌, 庞晓倩, 等. 无创通气连接方式的研究进展. 中华结核和呼吸杂志, 2020, 43(10): 881-885.
54. 丁雅刚, 齐晓科, 赵元. 冠状动脉旁路移植术风险预测模型的研究进展. 中国胸心血管外科临床杂志, 2016, 23(12): 1177-1182.

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