Genome Sequencing is Critical for Forecasting Outcomes following Congenital Cardiac Surgery

Author:

Watkins W. Scott,Hernandez E. Javier,Miller Thomas A.,Blue Nathan R.,Zimmerman Raquel,Griffiths Eric R.,Frise Erwin,Bernstein Daniel,Boskovski Marko T.,Brueckner Martina,Chung Wendy K.,Gaynor J. William,Gelb Bruce D.,Goldmuntz Elizabeth,Gruber Peter J.,Newburger Jane W.,Roberts Amy E.,Morton Sarah U.,Mayer John E.,Seidman Christine E.,Seidman Jonathan G.,Shen Yufeng,Wagner Michael,Yost H. Joseph,Yandell Mark,Tristani-Firouzi MartinORCID

Abstract

AbstractWhile genome sequencing has transformed medicine by elucidating the genetic underpinnings of both rare and common complex disorders, its utility to predict clinical outcomes remains understudied. Here, we used artificial intelligence (AI) technologies to explore the predictive value of genome sequencing in forecasting clinical outcomes following surgery for congenital heart defects (CHD). We report results for a cohort of 2,253 CHD patients from the Pediatric Cardiac Genomics Consortium with a broad range of complex heart defects, pre- and post-operative clinical variables and exome sequencing. Damaging genotypes in chromatin-modifying and cilia-related genes were associated with an elevated risk of adverse post-operative outcomes, including mortality, cardiac arrest and prolonged mechanical ventilation. The impact of damaging genotypes was further amplified in the context of specific CHD phenotypes, surgical complexity and extra-cardiac anomalies. The absence of a damaging genotype in chromatin-modifying and cilia-related genes was also informative, reducing the risk for adverse postoperative outcomes. Thus, genome sequencing enriches the ability to forecast outcomes following congenital cardiac surgery.

Publisher

Cold Spring Harbor Laboratory

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