Drug-induced liver injury and COVID-19:Use of artificial intelligence and the updated Roussel Uclaf Causality Assessment Method in clinical practice

BACKGROUND Liver injury is a relevant condition in coronavirus disease 2019(COVID-19)inpatients.Pathophysiology varies from direct infection by virus,systemic inflammation or drug-induced adverse reaction(DILI).DILI detection and monitoring is clinically relevant,as it may contribute to poor prognosis,prolonged hospitalization and increase indirect healthcare costs.Artificial Intelligence(AI)applied in data mining of electronic medical records combining abnormal liver tests,keyword searching tools,and risk factors analysis is a relevant opportunity for early DILI detection by automated algorithms.AIM To describe DILI cases in COVID-19 inpatients detected from data mining in electronic medical records(EMR)using AI and the updated Roussel Uclaf Causality Assessment Method(RUCAM).METHODS The study was conducted in March 2021 in a hospital in southern Brazil.The NoHarm©system uses AI to support decision making in clinical pharmacy.Hospital admissions were 100523 during this period,of which 478 met the inclusion criteria.From these,290 inpatients were excluded due to alternative causes of liver injury and/or due to not having COVID-19.We manually reviewed the EMR of 188 patients for DILI investigation.Absence of clinical information excluded most eligible patients.The DILI assessment causality was possible via the updated RUCAM in 17 patients.RESULTS Mean patient age was 53 years(SD±18.37;range 22-83),most were male(70%),and admitted to the non-intensive care unit sector(65%).Liver injury pattern was mainly mixed,mean time to normalization of liver markers was 10 d,and mean length of hospitalization was 20.5 d(SD±16;range 7-70).Almost all patients recovered from DILI and one patient died of multiple organ failure.There were 31 suspected drugs with the following RUCAM score:Possible(n=24),probable(n=5),and unlikely(n=2).DILI agents in our study were ivermectin,bicalutamide,linezolid,azithromycin,ceftriaxone,amoxicillin-clavulanate,tocilizumab,piperacillin-tazobactam,and albendazole.Lack of essential clinical information excluded most patients.Although rare,DILI is a relevant clinical condition in COVID-19 patients and may contribute to poor prognostics.CONCLUSION The incidence of DILI in COVID-19 inpatients is rare and the absence of relevant clinical information on EMR may underestimate DILI rates.Prospects involve creation and validation of alerts for risk factors in all DILI patients based on RUCAM assessment causality,alterations of liver biomarkers and AI and machine learning.

Drug-induced liver injury and COVID-19:A review for clinical practice

Coronavirus disease 2019(COVID-19)consists of a systemic disease that can present many complications.The infection presents broad clinical symptoms and a high rate of transmissibility.In addition to severe acute respiratory syndrome,the patients manifest complications beyond the respiratory system.The frequency of liver damage in COVID-19 patients ranges from 14.8% to 53% of patients.One should pay attention to drug-induced liver injury(DILI)in patients with COVID-19,especially considering the off-label use of drugs in prophylactic and therapeutic regimens applied on large scales.This review aims to present relevant information on the medication used so far in COVID-19 patients and its possible hepatotoxicity.We reviewed liver damage in patients with COVID-19 on PubMed and Virtual Health Library to investigate DILI cases.Four studies were selected,involving the medicines remdesivir,tocilizumab and a pharmacovigilance analysis study.The hepatotoxicity profile of drugs presented in the literature considers use in accordance to usual posology standards for treatment.However,drugs currently used in the management of COVID-19 follow different dosages and posology than those tested by the pharmaceutical industry.The deficiency of uniformity and standardization in the assessment of hepatotoxicity cases hinders the publication of information and the possibility of comparing information among healthcare professionals.It is suggested that severe liver injury in COVID-19 patients should be reported in pharmacovigilance institutions,and physicians should pay attention to any considerable abnormal liver test elevation as it can demonstrate unknown drug hepatotoxicity.Liver disorders in COVID-19 patients and the use of several concomitant off-label medications—with a potential risk of further damaging the liver-should at least be a warning sign for rapid identification and early intervention,thus preventing liver damage from contributing to severe impairment in patients.