Yan Chongyang,Zhao Liyun,Song Shubo,et al.Risk factors and nomogram model construction for prolonged intensive care unit stay after complete correction of tetralogy of Fallot in infants and young children[J].Journal of Clinical Pediatric Surgery,,():620-626.[doi:10.3760/cma.j.cn101785-202406025-004]
Risk factors and nomogram model construction for prolonged intensive care unit stay after complete correction of tetralogy of Fallot in infants and young children
- Keywords:
- Nomogram; Complete Correction of Tetralogy of Fallot; Risk Factors; Surgical Procedures; Operative; Child
- Abstract:
- Objective To investigate the risk factors for prolonged intensive care unit (ICU) stay after complete correction of tetralogy of Fallot (TOF) in infants and young children and to construct a nomogram that predicts the risk of postoperative ICU stay.Methods A retrospective analysis was conducted on 157 children with TOF who underwent complete correction surgery at the Fuwai Central Cardiovascular Hospital Children’s Heart Center from January 2021 to March 2024.The patients were divided into two groups based on whether they experienced prolonged ICU stay postoperatively:the prolonged stay group (n=40) and the non-prolonged stay group (n=117).Clinical data of the patients were collected,and the least absolute shrinkage and selection operator (LASSO) regression,univariate,and multivariate logistic regression analysis were performed to identify independent predictors of prolonged ICU stay.A nomogram was then constructed based on these predictors,and its predictive value was evaluated using the receiver operating characteristic (ROC) curve.Results Multivariate logistic regression analysis showed that preoperative low body weight (OR=0.607,95%CI:0.391~0.890,P=0.015),high neutrophil-lymphocyte ratio (NLR) (OR=2.499,95%CI:1.483~4.680,P<0.001),longer cardiopulmonary bypass time during surgery (OR=1.037,95%CI:1.006~1.078,P=0.034),longer duration of postoperative mechanical ventilation (OR=1.094,95%CI:1.057~1.149,P<0.001),and occurrence of complications (OR=14.632,95%CI:3.074~94.866,P=0.002) were independent predictors of prolonged ICU stay.In internal validation,the ROC curve showed that the nomogram had a good predictive performance for the risk of prolonged ICU stay after complete correction of TOF in infants and young children,with an area under the curve of 0.981(95%CI:0.965~0.998).Conclusions The nomogram based on body weight,preoperative NLR,cardiopulmonary bypass time,postoperative mechanical ventilation duration,and occurrence of complications has a high predictive value for the risk of prolonged ICU stay after complete correction of TOF in infants and young children.
References:
[1] 王辉山,李守军.先天性心脏病外科治疗中国专家共识(十):法洛四联症[J].中国胸心血管外科临床杂志,2020,27(11):1247-1254.DOI:10.7507/1007-4848.202007065. Wang HS,Li SJ.Chinese expert consensus on surgical treatment of congenital heart disease (10):tetralogy of Fallot[J].Chin J Clin Thorac Cardiovasc Surg,2020,27(11):1247-1254.DOI:10.7507/1007-4848.202007065.
[2] 方敏华,王辉山,汪曾炜,等.一期和分期手术矫治小儿法洛四联症的效果[J].中华胸心血管外科杂志,2017,33(5):267-270.DOI:10.3760/cma.j.issn.1001-4497.2017.05.003. Fang MH,Wang HS,Wang ZW,et al.The analysis of results in the young children with tetralogy of Fallot:one-stage versus staged repair[J].Chin J Thorac Cardiovasc Surg,2017,33(5):267-270.DOI:10.3760/cma.j.issn.1001-4497.2017.05.003.
[3] Egbe AC,Nguyen K,Mittnacht AJ,et al.Predictors of intensive care unit morbidity and midterm follow-up after primary repair of tetralogy of fallot[J].Korean J Thorac Cardiovasc Surg,2014,47(3):211-219.DOI:10.5090/kjtcs.2014.47.3.211.
[4] van der Ven JPG,van den Bosch E,Bogers AJCC,et al.Current outcomes and treatment of tetralogy of Fallot[J].F1000Res,2019,8(F1000 Faculty Rev):1530.DOI:10.12688/f1000research.17174.1.
[5] Hammett O,Griksaitis MJ.Management of tetralogy of Fallot in the pediatric intensive care unit[J].Front Pediatr,2023,11:1104533.DOI:10.3389/fped.2023.1104533.
[6] Balachandran VP,Gonen M,Smith JJ,et al.Nomograms in oncology:more than meets the eye[J].Lancet Oncol,2015,16(4):e173-e180.DOI:10.1016/S1470-2045(14)71116-7.
[7] Masiero S,Cerrel Bazo HA,Rattazzi M,et al.Developing an instrument for an early prediction model of long-term functional outcomes in people with acquired injuries of the central nervous system:protocol and methodological aspects[J].Neurol Sci,2021,42(6):2441-2446.DOI:10.1007/s10072-020-04821-8.
[8] Cho SH,Pak K,Jeong DC,et al.The AP2M1 gene expression is a promising biomarker for predicting survival of patients with hepatocellular carcinoma[J].J Cell Biochem,2019,120(3):4140-4146.DOI:10.1002/jcb.27699.
[9] Zhang QJ,Wang J,Liu MH,et al.Weighted correlation gene network analysis reveals a new stemness index-related survival model for prognostic prediction in hepatocellular carcinoma[J].Aging (Albany NY),2020,12(13):13502-13517.DOI:10.18632/aging.103454.
[10] Romeo JLR,Etnel JRG,Takkenberg JJM,et al.Outcome after surgical repair of tetralogy of Fallot:a systematic review and meta-analysis[J].J Thorac Cardiovasc Surg,2020,159(1):220-236.e8.DOI:10.1016/j.jtcvs.2019.08.127.
[11] van Dongen EI,Glansdorp AG,Mildner RJ,et al.The influence of perioperative factors on outcomes in children aged less than 18 months after repair of tetralogy of Fallot[J].J Thorac Cardiovasc Surg,2003,126(3):703-710.DOI:10.1016/s0022-5223(03)00035-7.
[12] Egbe AC,Uppu SC,Mittnacht AJC,et al.Primary tetralogy of Fallot repair:predictors of intensive care unit morbidity[J].Asian Cardiovasc Thorac Ann,2014,22(7):794-799.DOI:10.1177/0218492313513773.
[13] Detsky ME,Harhay MO,Bayard DF,et al.Discriminative accuracy of physician and nurse predictions for survival and functional outcomes 6 months after an ICU admission[J].JAMA,2017,317(21):2187-2195.DOI:10.1001/jama.2017.4078.
[14] Chungsomprasong P,Somkittithum P,Chanthong P,et al.Risk factors and long-term outcomes after tetralogy of Fallot repair at an Asian tertiary referral center[J].Asian Cardiovasc Thorac Ann,2022,30(4):433-440.DOI:10.1177/02184923211039795.
[15] 武勰.小儿法洛四联症根治术预后的影响因素及机制研究.北京:北京协和医学院,2022.DOI:10.27648/d.cnki.gzxhu.2022.000390. Wu X.A study on the factors and mechanisms influencing the prognosis of radical surgery for tetralogy of Fallot in children.Beijing:Peking Union Medical College,2022.DOI:10.27648/d.cnki.gzxhu.2022.000390.
[16] Honda T,Uehara T,Matsumoto G,et al.Neutrophil left shift and white blood cell count as markers of bacterial infection[J].Clin Chim Acta,2016,457:46-53.DOI:10.1016/j.cca.2016.03.017.
[17] Tan TP,Arekapudi A,Metha J,et al.Neutrophil-lymphocyte ratio as predictor of mortality and morbidity in cardiovascular surgery:a systematic review[J].ANZ J Surg,2015,85(6):414-419.DOI:10.1111/ans.13036.
[18] Bond BR,Dorman BH,Clair MJ,et al.Endothelin-1 during and after cardiopulmonary bypass:association to graft sensitivity and postoperative recovery[J].J Thorac Cardiovasc Surg,2001,122(2):358-364.DOI:10.1067/mtc.2001.114936.
[19] Murin P,Boettcher W,Ozaki S,et al.Asanguineous cardiopulmonary bypass in infants:impact on postoperative mortality and morbidity[J].Thorac Cardiovasc Surg,2020,68(1):59-67.DOI:10.1055/s-0038-1676789.
[20] He Y,Zhang HS,Zhang TZ,et al.Analysis of the risk factors for severe lung injury after radical surgery for tetralogy of fallot[J].Front Surg,2022,9:892562.DOI:10.3389/fsurg.2022.892562.
[21] Tirotta CF,Alcos S,Lagueruela RG,et al.Three-year experience with immediate extubation in pediatric patients after congenital cardiac surgery[J].J Cardiothorac Surg,2020,15(1):1.DOI:10.1186/s13019-020-1051-3.
[22] 饶洋洋,周红梅,李艺.婴幼儿法洛四联症一期根治术后重症监护室滞留的危险因素分析[J].中国心血管病研究,2021,19(7):618-622.DOI:10.3969/j.issn.1672-5301.2021.07.008. Rao YY,Zhou HM,Li Y.ARisk factors for prolonged stay in intensive care unit in infants with tetralogy of Fallot undergoing corrective surgery[J].Chin J Cardiovasc Res,2021,19(7):618-622.DOI:10.3969/j.issn.1672-5301.2021.07.008.
[23] Mercer-Rosa L,Elci OU,DeCost G,et al.Predictors of length of hospital stay after complete repair for tetralogy of Fallot:a prospective cohort study[J].J Am Heart Assoc,2018,7(11):e008719.DOI:10.1161/JAHA.118.008719.
Memo
收稿日期:2024-6-13。
基金项目:河南省医学科技攻关计划项目(SBGJ202001005)
通讯作者:范太兵,Email:fantaibing@163.com