Propensity‐score‐based meta‐analytic predictive prior for incorporating real‐world and historical data

2021 ◽  
Author(s):  
Meizi Liu ◽  
Veronica Bunn ◽  
Bradley Hupf ◽  
Junjing Lin ◽  
Jianchang Lin
Circulation ◽  
2020 ◽  
Vol 142 (Suppl_3) ◽  
Author(s):  
Moghniuddin Mohammed ◽  
Amit Noheria ◽  
Seth Sheldon ◽  
Madhu Reddy

Introduction: There are no randomized controlled trials that compared the outcomes of leadless pacemaker (L-PPM) implantation with transvenous pacemaker (TV-PPM) and there is scarcity of data on real world outcomes. Methods: We queried National Inpatient Sample to identify all adult patients who had primary discharge diagnosis of conduction disorders or tachy-arrhythmias and excluded patients who had a concomitant procedure for valve replacement, coronary artery bypass grafting, ablation and/or cardiac implantable electronic device removal so that complications can be attributed to the pacemaker implantation. We included only procedures from November 2016 to December 2017 as Micra was the only available L-PPM during that period. For the comparison cohort we selected patients, during the same time period, who had a procedure code for single chamber pacemaker implantation in conjunction with right ventricular lead placement. We performed 1:1 propensity score matching and the variables used for matching are marked with asterisk in Table 1. All the codes used to identify complications has been previously validated from the Micra Post-approval registry and Coverage with Evidence Study. Results: Total of 1,305 patients for L-PPM and 13,905 patients in the TV-PPM group were included. Baseline characteristics with standardized mean difference before and after matching are shown in Table 1. Briefly, patients in L-PPM group were younger but had higher co-morbidities compared to TV-PPM group. The complications before and after matching are shown in Table 2. Conclusions: In conclusion, we found no significant difference between in-hospital complications after propensity score matching, with the exception of deep venous thrombosis. There was no difference between length of stay but cost for L-PPM was significantly higher. In this real-world analysis, we found that the leadless PPM implantation is safe in comparison to transvenous PPM.


2018 ◽  
Vol 80 (1-2) ◽  
pp. 7-13 ◽  
Author(s):  
Wanying Shan ◽  
Dong Yang ◽  
Huaiming Wang ◽  
Liang Xu ◽  
Meng Zhang ◽  
...  

Background and Purpose: Clinical trials showed that anesthesia may not influence the functional outcome in stroke patients with endovascular therapy; however, data are lacking in China. Using real-world registry data, our study aims to compare the effects of general anesthesia or conscious sedation on functional outcomes in stroke patients treated with thrombectomy in China. Methods: Consecutive patients with acute anterior circulation stroke receiving thrombectomy in 21 stroke centers between January 2014 and June 2016 were included in this study. The propensity score analysis with 1: 1 ratio was used to match the baseline variables between patients with general anesthesia and the conscious sedation. The 90-day modified Rankin Scale (mRS), symptomatic intracranial hemorrhage (sICH), and death were compared between groups. Results: Of the 698 patients undergoing endovascular treatment, 138 were treated with general anesthesia and 560 with conscious sedation. After propensity score matching, 114 general anesthesia and 114 conscious sedation patients were matched. The proportions of patients with 90-day mRS 0–2 were not significantly different between general anesthesia and conscious sedation groups (41.2% [47/114] vs. 46.5% [53/114], p = 0.470), nor were the rates of sICH (21.9% [25/114] vs. 12.3% [14/114], p = 0.072) and 90-day mortality (31.6% [36/114] vs. 21.9% [25/114], p = 0.145). Conclusion: Anesthesia patterns may have no significant impacts on clinical outcomes in patients with acute anterior circulation occlusion stroke undergoing endovascular treatment in the real-world practice in China.


Sign in / Sign up

Export Citation Format

Share Document