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3.
Zhonghua Nei Ke Za Zhi ; 63(8): 743-761, 2024 Aug 01.
Article in Chinese | MEDLINE | ID: mdl-39069863

ABSTRACT

Rheumatic diseases are a common group of chronic diseases that typically require long-term medication to control. Antirheumatic drugs may cause liver damage which requires prompt detection treatment to avoid irreversible damage. Liver damage induced by medication for rheumatoid arthritis has unique clinical manifestations and is difficult to distinguish from liver diseases related to the primary illness, often requiring the involvement of hepatologists to discuss and determine the treatment plan. To improve the understanding and management of anti rheumatic drug-induced liver injury among clinicians, especially rheumatologists, the Rheumatology Branch of the Chinese Medical Association and other experts in related fields formed this consensus after multiple discussions and revisions based on relevant research progress in recent years. Based on the Chinese Guidelines for diagnosis and management of drug-induced liver injury (2023), this consensus highlights the characteristics of rheumatic diseases and rheumatology medications, clarifies the anti rheumatic drugs that can cause liver injury, the liver injury caused by rheumatic diseases, the susceptible groups of anti rheumatic drug-induced injury, the diagnostic process of anti rheumatic drug-induced liver injury, and the indications for rheumatology physicians' consultation in the case of anti rheumatic drug-induced liver injury. It is hoped that the content of this consensus will be useful for practicing rheumatologists and that it can provide guidance for rheumatologists in the scientific management of anti rheumatic drug-induced liver injury.


Subject(s)
Antirheumatic Agents , Chemical and Drug Induced Liver Injury , Consensus , Humans , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/therapy , Antirheumatic Agents/adverse effects , Antirheumatic Agents/therapeutic use , China , Rheumatic Diseases/drug therapy
5.
Ann Afr Med ; 23(3): 514-517, 2024 Jul 01.
Article in French, English | MEDLINE | ID: mdl-39034584

ABSTRACT

Nitrofurantoin is the antibiotic of choice for treatment and prophylaxis of recurrent episodes of lower urinary tract infections. Although adverse effects such as anorexia, vomiting, and pulmonary hypersensitivity are commonly reported with nitrofurantoin use, studies have demonstrated that rarely nitrofurantoin can also induce diverse forms of liver injury, spanning from mild hepatitis to severe and potentially fatal fulminant liver failure. These occur especially in elderly females with preexisting liver or renal impairment. Here, we present a case of a 62-year-old female in good health who exhibited symptoms of fatigue, abdominal pain, and dark-colored urine. Through investigation, she was diagnosed with a case of drug-induced liver injury associated with the prolonged use of nitrofurantoin.


RésuméLa nitrofurantoïne est l'antibiotique de choix pour le traitement de la prophylaxie d'épisodes récurrents d'infections des voies urinaires intérieures. Bien que des effets indésirables tels que l'anorexie, des vomissements et une hypersensibilité pulmonaire soient fréquemments rapportés lors de l'utilisation de la nitrofuratoïne, des études ont demontré que dans de rares cas, la nitrofurantoïne peut également induire diverses formes de lésions hépatiques, allant d'une hépatite légère à une incapacité hépatique fulminante grave et potentiellement mortelle. Celle-ci surviennent particulièrement chez des femmes âgées ayant une insuffisance hépatique ou rénale préexistante.Nous présentons ici l'étude d'une femme de 62 ans en bonne santé qui manifestait des symptômes de fatigue, de douleurs abdominales et d'urine de couleur foncée. À travers une enquête, on lui a diagnostiquée un cas de lésion hépatique d'origine médicamenteuse associée à l'utilisation prolongée de la nitrofurantoïne.


Subject(s)
Anti-Infective Agents, Urinary , Chemical and Drug Induced Liver Injury , Nitrofurantoin , Urinary Tract Infections , Humans , Nitrofurantoin/adverse effects , Female , Middle Aged , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/diagnosis , Anti-Infective Agents, Urinary/adverse effects , Urinary Tract Infections/drug therapy , Treatment Outcome
6.
Respir Res ; 25(1): 254, 2024 Jun 21.
Article in English | MEDLINE | ID: mdl-38907347

ABSTRACT

Tuberculosis (TB) remains the second leading cause of death from a single infectious agent and long-term medication could lead to antituberculosis drug-induced liver injury (ATB-DILI). We established a prospective longitudinal cohort of ATB-DILI with multiple timepoint blood sampling and used untargeted metabolomics to analyze the metabolic profiles of 107 plasma samples from healthy controls and newly diagnosed TB patients who either developed ATB-DILI within 2 months of anti-TB treatment (ATB-DILI subjects) or completed their treatment without any adverse drug reaction (ATB-Ctrl subjects). The untargeted metabolome revealed that 77 metabolites (of 895 total) were significantly changed with ATB-DILI progression. Among them, levels of multiple fatty acids and bile acids significantly increased over time in ATB-DILI subjects. Meanwhile, metabolites of the same class were highly correlated with each other and pathway analysis indicated both fatty acids metabolism and bile acids metabolism were up-regulated with ATB-DILI progression. The targeted metabolome further validated that 5 fatty acids had prediction capability at the early stage of the disease and 6 bile acids had a better diagnostic performance when ATB-DILI occurred. These findings provide evidence indicating that fatty acids metabolism and bile acids metabolism play a vital role during ATB-DILI progression. Our report adds a dynamic perspective better to understand the pathological process of ATB-DILI in clinical settings.


Subject(s)
Antitubercular Agents , Biomarkers , Chemical and Drug Induced Liver Injury , Metabolomics , Humans , Antitubercular Agents/adverse effects , Male , Metabolomics/methods , Female , Chemical and Drug Induced Liver Injury/blood , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/metabolism , Longitudinal Studies , Adult , Middle Aged , Biomarkers/blood , Prospective Studies , Predictive Value of Tests , Tuberculosis/drug therapy , Tuberculosis/blood , Tuberculosis/metabolism , Bile Acids and Salts/blood , Bile Acids and Salts/metabolism
7.
Food Chem ; 456: 140064, 2024 Oct 30.
Article in English | MEDLINE | ID: mdl-38878548

ABSTRACT

Cysteine (Cys) not only plays an indispensable role in maintaining the redox balance in organisms, but is also an important nutrient in the food industry. Fluorescence-based detection systems have emerged as an effective method to track the locations and concentrations of different species. To achieve efficient monitoring of Cys in both food samples and biological systems, a novel lipid droplet (LD) targeted fluorescent probe (namely NIT-Cys) was constructed for the turn-on detection of Cys, characterized by a large Stokes shift (142 nm), a short response time (<8 min), and a low Cys detection limit (39 nM). Furthermore, the NIT-Cys probe has been successfully used not only to quantify the amounts of Cys in selected food samples, but also to enable the visualization of endogenous Cys in acetaminophen (APAP)-induced drug-induced liver injury cells, zebrafish larvae and mice models. Consequently, the work presented here provides an efficient tool for monitoring Cys.


Subject(s)
Acetaminophen , Chemical and Drug Induced Liver Injury , Cysteine , Fluorescent Dyes , Food Analysis , Zebrafish , Fluorescent Dyes/chemistry , Animals , Cysteine/analysis , Cysteine/metabolism , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/metabolism , Mice , Humans , Liver/chemistry , Liver/metabolism
8.
JAMA Intern Med ; 184(8): 943-952, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38913369

ABSTRACT

Importance: Current approaches to classify the hepatotoxic potential of medications are based on cumulative case reports of acute liver injury (ALI), which do not consider the size of the exposed population. There is little evidence from real-world data (data relating to patient health status and/or the delivery of health care routinely collected from sources outside of a research setting) on incidence rates of severe ALI after initiation of medications, accounting for duration of exposure. Objective: To identify the most potentially hepatotoxic medications based on real-world incidence rates of severe ALI and to examine how these rates compare with categorization based on case reports. Design, Setting, and Participants: This series of cohort studies obtained data from the US Department of Veterans Affairs on persons without preexisting liver or biliary disease who initiated a suspected hepatotoxic medication in the outpatient setting between October 1, 2000, and September 30, 2021. Data were analyzed from June 2020 to November 2023. Exposures: Outpatient initiation of any one of 194 medications with 4 or more published reports of hepatotoxicity. Main Outcomes and Measures: Hospitalization for severe ALI, defined by either inpatient: (1) alanine aminotransferase level greater than 120 U/L plus total bilirubin level greater than 2.0 mg/dL or (2) international normalized ratio of 1.5 or higher plus total bilirubin level greater than 2.0 mg/dL recorded within the first 2 days of admission. Acute or chronic liver or biliary disease diagnosis recorded during follow-up or as a discharge diagnosis of a hospitalization for severe ALI resulted in censoring. This study calculated age- and sex-adjusted incidence rates of severe ALI and compared observed rates with hepatotoxicity categories based on cumulative published case reports. Results: The study included 7 899 888 patients across 194 medication cohorts (mean [SD] age, 64.4 [16.4] years, 7 305 558 males [92.5%], 4 354 136 individuals [55.1%] had polypharmacy). Incidence rates of severe ALI ranged from 0 events per 10 000 person-years (candesartan, minocycline) to 86.4 events per 10 000 person-years (stavudine). Seven medications (stavudine, erlotinib, lenalidomide or thalidomide, chlorpromazine, metronidazole, prochlorperazine, and isoniazid) exhibited rates of 10.0 or more events per 10 000 person-years, and 10 (moxifloxacin, azathioprine, levofloxacin, clarithromycin, ketoconazole, fluconazole, captopril, amoxicillin-clavulanate, sulfamethoxazole-trimethoprim, and ciprofloxacin) had rates between 5.0 and 9.9 events per 10 000 person-years. Of these 17 medications with the highest observed rates of severe ALI, 11 (64%) were not included in the highest hepatotoxicity category when based on case reports. Conclusions and Relevance: In this study, incidence rates of severe ALI using real-world data identified the most potentially hepatotoxic medications and can serve as a tool to investigate hepatotoxicity safety signals obtained from case reports. Case report counts did not accurately reflect the observed rates of severe ALI after medication initiation.


Subject(s)
Chemical and Drug Induced Liver Injury , Humans , Chemical and Drug Induced Liver Injury/epidemiology , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/diagnosis , Male , Female , Middle Aged , Incidence , United States/epidemiology , Aged , Hospitalization/statistics & numerical data , Cohort Studies , Severity of Illness Index
9.
BMJ Case Rep ; 17(6)2024 Jun 05.
Article in English | MEDLINE | ID: mdl-38839414

ABSTRACT

Tamoxifen is a non-steroidal selective oestrogen receptor modulator commonly used in the treatment of breast cancer. It is associated with the development of fatty liver and steatohepatitis however drug-induced liver injury is rare. We report a woman in her 50s who developed malaise with an acute moderate aminotransferase elevation without jaundice 6 months after starting tamoxifen. She was not commenced on any other recent drugs and extensive investigation including infective and autoimmune liver screen, cross-sectional imaging and FibroScan were unremarkable. Liver biopsy revealed moderate lobular hepatitis with hepatocyte drop-out. Tamoxifen was ceased and the liver enzymes showed resolution over the following 3 months and improvement of her symptoms.


Subject(s)
Antineoplastic Agents, Hormonal , Breast Neoplasms , Chemical and Drug Induced Liver Injury , Tamoxifen , Humans , Tamoxifen/adverse effects , Female , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/diagnosis , Middle Aged , Breast Neoplasms/drug therapy , Antineoplastic Agents, Hormonal/adverse effects , Liver/pathology , Liver/drug effects
10.
JCO Clin Cancer Inform ; 8: e2300159, 2024 May.
Article in English | MEDLINE | ID: mdl-38728613

ABSTRACT

PURPOSE: We present and validate a rule-based algorithm for the detection of moderate to severe liver-related immune-related adverse events (irAEs) in a real-world patient cohort. The algorithm can be applied to studies of irAEs in large data sets. METHODS: We developed a set of criteria to define hepatic irAEs. The criteria include: the temporality of elevated laboratory measurements in the first 2-14 weeks of immune checkpoint inhibitor (ICI) treatment, steroid intervention within 2 weeks of the onset of elevated laboratory measurements, and intervention with a duration of at least 2 weeks. These criteria are based on the kinetics of patients who experienced moderate to severe hepatotoxicity (Common Terminology Criteria for Adverse Events grades 2-4). We applied these criteria to a retrospective cohort of 682 patients diagnosed with hepatocellular carcinoma and treated with ICI. All patients were required to have baseline laboratory measurements before and after the initiation of ICI. RESULTS: A set of 63 equally sampled patients were reviewed by two blinded, clinical adjudicators. Disagreements were reviewed and consensus was taken to be the ground truth. Of these, 25 patients with irAEs were identified, 16 were determined to be hepatic irAEs, 36 patients were nonadverse events, and two patients were of indeterminant status. Reviewers agreed in 44 of 63 patients, including 19 patients with irAEs (0.70 concordance, Fleiss' kappa: 0.43). By comparison, the algorithm achieved a sensitivity and specificity of identifying hepatic irAEs of 0.63 and 0.81, respectively, with a test efficiency (percent correctly classified) of 0.78 and outcome-weighted F1 score of 0.74. CONCLUSION: The algorithm achieves greater concordance with the ground truth than either individual clinical adjudicator for the detection of irAEs.


Subject(s)
Algorithms , Immune Checkpoint Inhibitors , Liver Neoplasms , Humans , Immune Checkpoint Inhibitors/adverse effects , Male , Female , Middle Aged , Aged , Liver Neoplasms/drug therapy , Liver Neoplasms/immunology , Retrospective Studies , Phenotype , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/diagnosis , Carcinoma, Hepatocellular/drug therapy , Drug-Related Side Effects and Adverse Reactions/diagnosis , Drug-Related Side Effects and Adverse Reactions/etiology , Liver/pathology , Liver/drug effects , Liver/immunology
11.
Am J Ther ; 31(4): e382-e387, 2024.
Article in English | MEDLINE | ID: mdl-38820341

ABSTRACT

BACKGROUND: In instances where individuals manifest elevated transaminase levels without a clearly discernible cause, a comprehensive patient history proves invaluable in unveiling latent triggers. In this report, we present 2 cases of herb-induced liver injury (HILI) characterized by severe hypertransaminasemia attributed to the consumption of Chelidonium majus L . (also known as greater celandine [GC]), an agent considered an alternative therapeutic remedy. AREAS OF UNCERTAINTY: Exploring the occurrence and range of clinical manifestations in HILI linked to Chelidonium majus L ., while also investigating the potential triggers and predisposing factors for hepatotoxic reactions post Chelidonium majus L. usage, remains challenging due to the absence of definitive laboratory tests to identify the causative agent. DATA SOURCES: Two case reports were detailed, and a systematic literature review using PubMed was conducted including published literature till March 2023. Moreover, a manual search of reference lists of pertinent articles was performed to identify any additional relevant missed publications. RESULTS: In the first case, a 64-year-old woman presented with jaundice, revealing a 1-month history of using GC capsules to manage gallstones. Diagnostic assessment identified HILI, gallstones, and choledocolithiasis, with transaminase levels exceeding 1000 IU/L. After discontinuing GC and receiving intravenous therapy with amino acids and phospholipids, the patient's condition significantly improved. Subsequently, she underwent endoscopic common bile duct stone removal and cholecystectomy. In the second case, a 66-year-old woman presented with elevated liver function test results discovered incidentally during musculoskeletal pain evaluation. Upon further questioning, the patient disclosed regular consumption of GC tea for "health promotion." Following intravenous therapy using amino acids and phospholipids, her transaminase levels returned to normal. The literature review identified 38 cases of HILI associated with GC preparations, primarily in adult women aged 27-77 years, with a predominant reporting location in Germany. Various forms of GC were used, with treatment durations ranging from 1 week to a year. Discontinuation of GC generally led to recovery in these cases. CONCLUSION: Chelidonium majus L ., a potent herb often used in alternative medicine, has significant hepatotoxic potential, requiring physicians to be vigilant in cases of unexplained liver injury.


Subject(s)
Chelidonium , Chemical and Drug Induced Liver Injury , Humans , Chelidonium/adverse effects , Female , Middle Aged , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Aged , Alanine Transaminase/blood , Liver Function Tests , Chelidonium majus
12.
Biomolecules ; 14(5)2024 Apr 30.
Article in English | MEDLINE | ID: mdl-38785942

ABSTRACT

Predicting whether a compound can cause drug-induced liver injury (DILI) is difficult due to the complexity of drug mechanism. The cysteine trapping assay is a method for detecting reactive metabolites that bind to microsomes covalently. However, it is cumbersome to use 35S isotope-labeled cysteine for this assay. Therefore, we constructed an in silico classification model for predicting a positive/negative outcome in the cysteine trapping assay. We collected 475 compounds (436 in-house compounds and 39 publicly available drugs) based on experimental data performed in this study, and the composition of the results showed 248 positives and 227 negatives. Using a Message Passing Neural Network (MPNN) and Random Forest (RF) with extended connectivity fingerprint (ECFP) 4, we built machine learning models to predict the covalent binding risk of compounds. In the time-split dataset, AUC-ROC of MPNN and RF were 0.625 and 0.559 in the hold-out test, restrictively. This result suggests that the MPNN model has a higher predictivity than RF in the time-split dataset. Hence, we conclude that the in silico MPNN classification model for the cysteine trapping assay has a better predictive power. Furthermore, most of the substructures that contributed positively to the cysteine trapping assay were consistent with previous results.


Subject(s)
Computer Simulation , Cysteine , Cysteine/metabolism , Humans , Machine Learning , Neural Networks, Computer , Chemical and Drug Induced Liver Injury/metabolism , Chemical and Drug Induced Liver Injury/diagnosis , Microsomes, Liver/metabolism
13.
Zhonghua Jie He He Hu Xi Za Zhi ; 47(5): 469-474, 2024 May 12.
Article in Chinese | MEDLINE | ID: mdl-38706071

ABSTRACT

Anti-tuberculosis drug-induced liver injury(ATB-DILI) is the most common adverse reaction during anti-tuberculosis therapy in tuberculosis patients. At present, the diagnosis of ATB-DILI is mainly based on traditional biomarkers such as transaminases, but these indicators have low specificity for liver toxicity, they cannot explain the mechanism of liver injury and the early onset of ATB-DILI. Based on the prediction of disease severity, treatment and prevention, this paper described the current potential biomarkers of ATB-DILI.


Subject(s)
Antitubercular Agents , Biomarkers , Chemical and Drug Induced Liver Injury , Humans , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Antitubercular Agents/adverse effects , Tuberculosis/drug therapy
14.
Zhonghua Gan Zang Bing Za Zhi ; 32(4): 312-317, 2024 Apr 20.
Article in Chinese | MEDLINE | ID: mdl-38733185

ABSTRACT

Drug can cause almost all known types of acute, subacute, and chronic liver injuries. Drug-induced liver injury (DILI) is an important cause of unexplained liver injury in clinical practice. Correct diagnosis of DILI is challenging due to lack of specific diagnostic biomarkers, especially in patients with pre-existing liver disease and multiple concomitant drugs. A comprehensive understanding of the risk factors, clinical features, and prognosis of liver injury caused by different drugs will help physicians to recognize, diagnose, and manage it timely. Although the guideline was developed based on evidence-based medicine provided by the latest studies, there is limited high-quality evidence in the field of DILI. Therefore, this guideline should be interpreted with caution, and physicians should adopt an optimal diagnostic and therapeutic strategy for individual patients within the framework of the guideline.


Subject(s)
Chemical and Drug Induced Liver Injury , Humans , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/therapy , China , Risk Factors
15.
World J Gastroenterol ; 30(18): 2454-2466, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38764769

ABSTRACT

BACKGROUND: Drug-induced liver injury (DILI) is one of the most common adverse events of medication use, and its incidence is increasing. However, early detection of DILI is a crucial challenge due to a lack of biomarkers and noninvasive tests. AIM: To identify salivary metabolic biomarkers of DILI for the future development of noninvasive diagnostic tools. METHODS: Saliva samples from 31 DILI patients and 35 healthy controls (HCs) were subjected to untargeted metabolomics using ultrahigh-pressure liquid chromatography coupled with tandem mass spectrometry. Subsequent analyses, including partial least squares-discriminant analysis modeling, t tests and weighted metabolite coexpression network analysis (WMCNA), were conducted to identify key differentially expressed metabolites (DEMs) and metabolite sets. Furthermore, we utilized least absolute shrinkage and selection operato and random fores analyses for biomarker prediction. The use of each metabolite and metabolite set to detect DILI was evaluated with area under the receiver operating characteristic curves. RESULTS: We found 247 differentially expressed salivary metabolites between the DILI group and the HC group. Using WMCNA, we identified a set of 8 DEMs closely related to liver injury for further prediction testing. Interestingly, the distinct separation of DILI patients and HCs was achieved with five metabolites, namely, 12-hydroxydodecanoic acid, 3-hydroxydecanoic acid, tetradecanedioic acid, hypoxanthine, and inosine (area under the curve: 0.733-1). CONCLUSION: Salivary metabolomics revealed previously unreported metabolic alterations and diagnostic biomarkers in the saliva of DILI patients. Our study may provide a potentially feasible and noninvasive diagnostic method for DILI, but further validation is needed.


Subject(s)
Biomarkers , Chemical and Drug Induced Liver Injury , Metabolomics , Saliva , Humans , Biomarkers/analysis , Biomarkers/metabolism , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/metabolism , Saliva/chemistry , Saliva/metabolism , Male , Female , Metabolomics/methods , Middle Aged , Adult , Case-Control Studies , Tandem Mass Spectrometry/methods , ROC Curve , Aged , Chromatography, High Pressure Liquid , Early Diagnosis
16.
Int J Clin Pharmacol Ther ; 62(7): 339-344, 2024 Jul.
Article in English | MEDLINE | ID: mdl-38606856

ABSTRACT

High-dose tigecycline is gradually being introduced for the treatment of serious infectious diseases due to the increasing difficulty in treating pan-resistant bacterial infections. However, the safety of high-dose tigecycline is controversial. We report the case of a 76-year-old female patient with cerebral hemorrhage who received high-dose tigecycline (100 mg q12h) with other drugs for ventilator-associated pneumonia. 25 days after admission, she developed acute liver failure, mainly manifested by abnormally high bilirubin, coagulation dysfunction, and gastrointestinal hemorrhage with hemorrhagic shock. According to the updated Roussel Uclaf causality assessment method, the patient's acute liver injury was most likely caused by tigecycline.


Subject(s)
Anti-Bacterial Agents , Liver Failure, Acute , Tigecycline , Humans , Female , Aged , Tigecycline/administration & dosage , Tigecycline/adverse effects , Liver Failure, Acute/chemically induced , Anti-Bacterial Agents/adverse effects , Anti-Bacterial Agents/administration & dosage , Minocycline/adverse effects , Minocycline/administration & dosage , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/diagnosis , Pneumonia, Ventilator-Associated/drug therapy
17.
BMC Med Res Methodol ; 24(1): 92, 2024 Apr 20.
Article in English | MEDLINE | ID: mdl-38643122

ABSTRACT

BACKGROUND: The objective of this research was to create and validate an interpretable prediction model for drug-induced liver injury (DILI) during tuberculosis (TB) treatment. METHODS: A dataset of TB patients from Ningbo City was used to develop models employing the eXtreme Gradient Boosting (XGBoost), random forest (RF), and the least absolute shrinkage and selection operator (LASSO) logistic algorithms. The model's performance was evaluated through various metrics, including the area under the receiver operating characteristic curve (AUROC) and the area under the precision recall curve (AUPR) alongside the decision curve. The Shapley Additive exPlanations (SHAP) method was used to interpret the variable contributions of the superior model. RESULTS: A total of 7,071 TB patients were identified from the regional healthcare dataset. The study cohort consisted of individuals with a median age of 47 years, 68.0% of whom were male, and 16.3% developed DILI. We utilized part of the high dimensional propensity score (HDPS) method to identify relevant variables and obtained a total of 424 variables. From these, 37 variables were selected for inclusion in a logistic model using LASSO. The dataset was then split into training and validation sets according to a 7:3 ratio. In the validation dataset, the XGBoost model displayed improved overall performance, with an AUROC of 0.89, an AUPR of 0.75, an F1 score of 0.57, and a Brier score of 0.07. Both SHAP analysis and XGBoost model highlighted the contribution of baseline liver-related ailments such as DILI, drug-induced hepatitis (DIH), and fatty liver disease (FLD). Age, alanine transaminase (ALT), and total bilirubin (Tbil) were also linked to DILI status. CONCLUSION: XGBoost demonstrates improved predictive performance compared to RF and LASSO logistic in this study. Moreover, the introduction of the SHAP method enhances the clinical understanding and potential application of the model. For further research, external validation and more detailed feature integration are necessary.


Subject(s)
Algorithms , Chemical and Drug Induced Liver Injury , Humans , Male , Middle Aged , Female , Area Under Curve , Benchmarking , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Machine Learning
18.
Cancer Rep (Hoboken) ; 7(4): e2028, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38577842

ABSTRACT

BACKGROUND: Anastrozole is a selective aromatase inhibitor used for the treatment of postmenopausal hormone-sensitive breast cancer. The major side effects include osteoporosis, hypercholesterolemia, and musculoskeletal events, such as arthralgia and myalgia. Other adverse events are rare, including symptoms of acne, masculinization, and drug-induced liver injury, with the latter reported in a few cases only. CASE: Here, we report on a patient under anastrozole therapy who developed drug-induced liver injury as assessed by the updated Roussel Uclaf Causality Assessment Method 5 weeks after a mild SARS-CoV-2 infection, which is, to the best of our knowledge, the first report of its kind involving anastrozole. Discontinuation of anastrozole resulted in a marked improvement of the alanine aminotransaminase, and aspartate aminotransaminase as well as normalized lactate dehydrogenase serum levels already seen after 26 days. Surprisingly, however, the cholestatic serum markers gamma-glutamyl transpeptidase and alkaline phosphatase showed a further rise, and took another 4 weeks to drop significantly. CONCLUSION: The presentation of this case is meant to alert physicians to a potential drug-induced liver injury following mild SARS-CoV-2 infection in patients under anastrozole medication.


Subject(s)
COVID-19 , Chemical and Drug Induced Liver Injury , Humans , Anastrozole/adverse effects , SARS-CoV-2 , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Aromatase Inhibitors/adverse effects
19.
J Immunotoxicol ; 21(1): 2332177, 2024 Dec.
Article in English | MEDLINE | ID: mdl-38578203

ABSTRACT

Drug-induced hepatotoxicity constitutes a major reason for non-approval and post-marketing withdrawal of pharmaceuticals. In many cases, preclinical models lack predictive capacity for hepatic damage in humans. A vital concern is the integration of immune system effects in preclinical safety assessment. The immune-related Adverse Outcome Pathway (irAOP) approach, which is applied within the Immune Safety Avatar (imSAVAR) consortium, presents a novel method to understand and predict immune-mediated adverse events elicited by pharmaceuticals and thus targets this issue. It aims to dissect the molecular mechanisms involved and identify key players in drug-induced side effects. As irAOPs are still in their infancy, there is a need for a model irAOP to validate the suitability of this tool. For this purpose, we developed a hepatotoxicity-based model irAOP for recombinant human IL-2 (aldesleukin). Besides producing durable therapeutic responses against renal cell carcinoma and metastatic melanoma, the boosted immune activation upon IL-2 treatment elicits liver damage. The availability of extensive data regarding IL-2 allows both the generation of a comprehensive putative irAOP and to validate the predictability of the irAOP with clinical data. Moreover, IL-2, as one of the first cancer immunotherapeutics on the market, is a blueprint for various biological and novel treatment regimens that are under investigation today. This review provides a guideline for further irAOP-directed research in immune-mediated hepatotoxicity.


Subject(s)
Adverse Outcome Pathways , Chemical and Drug Induced Liver Injury , Drug-Related Side Effects and Adverse Reactions , Liver Diseases , Humans , Interleukin-2 , Chemical and Drug Induced Liver Injury/diagnosis , Pharmaceutical Preparations
20.
Pharmacol Res ; 203: 107183, 2024 May.
Article in English | MEDLINE | ID: mdl-38631619

ABSTRACT

INTRODUCTION: Data on positive rechallenge in idiosyncratic drug-induced liver injury (DILI) are scarce. We aim to analyse the clinical presentation, outcome and drugs associated with positive rechallenge in two DILI registries. METHODS: Cases from the Spanish and Latin American DILI registries were included. Demographics, clinical characteristics and outcome of cases with positive rechallenge according to CIOMS/RUCAM and current definitions were analysed. RESULTS: Of 1418 patients with idiosyncratic DILI, 58 cases had positive rechallenge (4.1%). Patients with positive rechallenge had shorter duration of therapy (p=0.001) and latency (p=0.003). In patients with rechallenge, aspartate transaminase levels were increased (p=0.026) and showed a prolonged time to recovery (p=0.020), albeit no differences were seen in terms of fatal outcomes. The main drug implicated in rechallenge was amoxicillin-clavulanate (17%). The majority of re-exposure events were unintentional (71%). Using both existing definitions of positive rechallenge, there were four cases which exclusively fulfilled the current criteria and five which only meet the historical definition. All cases of positive rechallenge, irrespective of the pattern of damage, fulfilled the criteria of either alanine transaminase (ALT) ≥3 times the upper limit of normal (ULN) and/or alkaline phosphatase (ALP) ≥2 times ULN. CONCLUSIONS: Episodes of rechallenge were characterised by shorter duration of therapy and latency, and longer time to resolution, but did not show an increased incidence of fatal outcome. Based on our findings, ALT ≥3 times ULN and/or ALP ≥2 times ULN, regardless of the pattern of damage, is proposed as a new definition of rechallenge in DILI.


Subject(s)
Chemical and Drug Induced Liver Injury , Registries , Humans , Chemical and Drug Induced Liver Injury/epidemiology , Chemical and Drug Induced Liver Injury/diagnosis , Chemical and Drug Induced Liver Injury/etiology , Chemical and Drug Induced Liver Injury/blood , Male , Female , Middle Aged , Adult , Aged , Prospective Studies , Spain/epidemiology , Aspartate Aminotransferases/blood , Amoxicillin-Potassium Clavulanate Combination/adverse effects
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