<h3>Purpose</h3> Post-LVAD Adverse Events (AEs) do not always occur in isolation, but concomitant with other AEs. This study employed a pattern mining technique known as <i>Market Basket Analysis</i> to discover <b>(1)</b> what types of AE frequently occurred together following LVAD and <b>(2)</b> specifically AEs coupled with final outcomes such as death and explant. <h3>Methods</h3> Data records of 15,819 patients in INTERMACS who received a continuous-flow LVAD between 2006 and 2016 were mined to identify 8,603 episodes of concomitant events, including 18,883 events corresponding to 5,757 (36%) patients (mean age of 57.9; 23% female and 77% male). This analysis encompassed 15 types of AEs and 5 final outcomes. Collections of concomitant events per episode were assigned to <b>Baskets</b>. (See Fig.1). Then, an <i>apriori</i> algorithm was applied to extract the most frequent baskets of events by computing the fraction of total episodes. <h3>Results</h3> Most baskets of events (85%) included only two concomitant events. The maximum number of concomitant events for one episode was nine. The most frequent types of AEs that were found in baskets of concomitant events were<b>:</b> <i>Other SAE (Serious AE), Infection</i>, and <i>Bleeding</i>. Thus, the most common combinations of these AEs are shown in Fig 2, including: {Bleeding, Other SAE}, {Infection, Other SAE}, and {Bleeding, Infection} with support values of 10%, 9%, and 5%, respectively. The most common types of AEs concomitant with a final outcome were {Death, Other SAE}, {Device Malfunction and/or Pump Thrombosis, Explant: Exchange}, and {Death, Neurological Dysfunction} with support values of 3.6%, 2.9%, and 2.6%, respectively. (See stars in Fig.2). <h3>Conclusion</h3> This analysis revealed a great diversity of combinations of post-LVAD AEs. The most common basket of concomitant events {Bleeding, Other SAE} was only 10% of the 8,603 total baskets (855 count). Unfortunately, <i>Other SAE</i> is very common in the INTERMACS database and not very informative to clinicians. The most common basket that did <i>not</i> include Other SAE, was {Bleeding, Infection} which comprised 5% of the total baskets.
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