Abstract

Drug-induced liver injury (DILI), although rare, is a frequent cause of adverse drug reactions resulting in warnings and withdrawals of numerous medications. Despite the research community’s best efforts, current testing strategies aimed at identifying hepatotoxic drugs prior to human trials are not sufficiently powered to predict the complex mechanisms leading to DILI. In our previous studies, we demonstrated lipophilicity and dose to be associated with increased DILI risk and, and in our latest work, we factored reactive metabolites into the algorithm to predict DILI. Given the inconsistency in determining the potential for drugs to cause DILI, the present study comprehensively assesses the relationship between DILI risk and lipophilicity and the extent of metabolism using a large published dataset of 1036 Food and Drug Administration (FDA)-approved drugs by considering five independent DILI annotations. We found that lipophilicity and the extent of metabolism alone were associated with increased risk for DILI. Moreover, when analyzed in combination with high daily dose (≥100 mg), lipophilicity was statistically significantly associated with the risk of DILI across all datasets (p < 0.05). Similarly, the combination of extensive hepatic metabolism (≥50%) and high daily dose (≥100 mg) was also strongly associated with an increased risk of DILI among all datasets analyzed (p < 0.05). Our results suggest that both lipophilicity and the extent of hepatic metabolism can be considered important risk factors for DILI in humans, and that this relationship to DILI risk is much stronger when considered in combination with dose. The proposed paradigm allows the convergence of different published annotations to a more uniform assessment.

Highlights

  • Drug-induced liver injury (DILI) can result in severe clinical outcomes such as acute liver failure, and, rare, DILI is encountered frequently during the drug development process and presents a significant challenge to drug developers and regulators

  • The identification of DILI risk factors is of critical importance to protect individuals from adverse drug reactions

  • We utilized a large published DILIrank dataset with 1036 Food and Drug Administration (FDA)-approved drugs and five independent DILI annotations to comprehensively assess the association between DILI risk and two drug properties, namely lipophilicity and the extent of metabolism

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Summary

Introduction

Drug-induced liver injury (DILI) can result in severe clinical outcomes such as acute liver failure, and, rare, DILI is encountered frequently during the drug development process and presents a significant challenge to drug developers and regulators. Our current understanding of DILI pathogenesis is limited, and identifying risk factors is critical for a better understanding and avoidance of DILI risks. An increased risk of developing DILI is thought to be caused by interactions among the host, drug, and environmental factors [3,4]. Non-genetic host factors, such as age, gender, and underlying liver disease, were found to be associated with increased DILI risk; many of these factors may be associated only with specific drugs [10]. There is evidence for serum acute phase reactants to hallmark healthy individuals at risk to develop DILI prior to drug treatment, carrying the potential to identify individuals likely to develop DILI [12]

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