Back

Development and External Validation of a Diagnostic Model for Intra-Procedural Hypotension during Primary Percutaneous Coronary Intervention

Li, Y.

2020-06-19 cardiovascular medicine
10.1101/2020.06.15.20132209 medRxiv
Show abstract

BackgroundIntra-procedural hypotension weaken the benefit of primary percutaneous coronary intervention (PPCI) and worsens the prognosis of acute ST elevation myocardial infarction (STEMI) patients. ObjectivesTo develop and externally validate a diagnostic model of intra-procedural hypotension. MethodsDesign:Multivariable logistic regression of a cohort of acute STEMI patients. Setting: Emergency department ward of a university hospital. Participants: Diagnostic model development: Totally 1239 acute STEMI patients who were consecutively treated with PPCI from November 2007 to December 2013. External validation: Totally 1294 acute STEMI patients who were treated with PPCI from January 2014 to June 2018. Outcomes: Intra-procedural hypotension. Intra-procedural hypotension was defined as pre-procedural systolic blood pressure (SBP) was > 90mmHg, intra-procedural SBP less than or equal to 90 mmHg persistent or transient. ResultsTotally 121(9.8%) patients presented intra-procedural hypotension in the development dataset; 123 (9.5%) patients presented intra-procedural hypotension in the validation dataset. The strongest predictors of intra-procedural hypotension were no-reflow, the culprit vessel was not left anterior descending, complete occlusion of culprit vessel, using thrombus aspiration devices during operation, and without history of diabetes. We developed a diagnostic model of intra-procedural hypotension. The area under the receiver operating characteristic (ROC) curve (AUC) was 0.685 {+/-} 0.022, 95% CI = 0.641 ~ 0.729 in the development set. We constructed a nomogram using the development database based on predictors of intra-procedural hypotension. The AUC was 0.718 {+/-}0.022, 95% CI = 0.674 ~ 0.761 in the validation set. Discrimination, calibration, and decision curve analysis were satisfactory. ConclusionsWe developed and externally validated a diagnostic model of intra-procedural hypotension during PPCI. We can use the formula or nomogram to predict intra-procedural hypotension. This study was registered with WHO International Clinical Trials Registry Platform (ICTRP) on 6 September 2019 (registration number:ChiCTR1900025706). http://www.chictr.org.cn/edit.aspx?pid=42913&htm=4.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.