Key result
A multi-gene model composed of Spp1 and Timp1 exhibited higher diagnostic accuracy for predicting potential cardiotoxicity in rats compared to plasma cardiac troponin I.
Why the study?
Does a multi-gene biomarker model improve the diagnostic accuracy of detecting cardiotoxicity in rats compared to plasma cTnI?
Does a multi-gene biomarker model improve the diagnostic accuracy of detecting cardiotoxicity in rats compared to plasma cTnI?
A novel multi-gene biomarker model (Spp1 and Timp1) demonstrates higher diagnostic accuracy than plasma cTnI for early detection of drug-induced cardiotoxicity in preclinical rat models.
Answers are grounded in this paper and cite their sources.
May enhance preclinical cardiotoxicity screening in rats; leaves open translation to clinical practice.
The development of safer drugs is a high priority for pharmaceutical companies. Among the various toxicities caused by drugs, cardiotoxicity is an important issue because of its lethality. In addition, cardiovascular toxicity leads to the attrition of many drug candidates in both preclinical and clinical phases. Although histopathological and blood chemistry examinations are the current gold standards for detecting cardiotoxicity in preclinical studies, the large number of withdrawals from clinical studies owing to safety problems indicate that a more sensitive tool is required. We recently identified 32 genes that were candidate genomic biomarkers for cardiotoxicity in rats. Based on their functions, the present study focused on 8 of these 32 genes (Spp1, Fhl1, Timp1, Serpine1, Bcat1, Lmcd1, Rnd1 and Tgfb2). Diagnostic accuracy for the genes was determined by a receiver-operating characteristic (ROC) analysis using more cardiotoxic and non-cardiotoxic compounds. In addition, an optimized support vector machine (SVM) model that was composed of Spp1 and Timp1 was newly constructed. This new multi-gene model exhibited a much higher diagnostic accuracy than that observed for plasma cardiac troponin I (cTnI), which is one of the most useful plasma biomarkers for cardiotoxicity detection. Furthermore, we determined that this multi-gene model could predict potential cardiotoxicity in rats in the absence of any cardiac histopathological lesions or elevations of plasma cTnI. Overall, this multi-gene model exhibited advantages over classic tools commonly used for cardiotoxicity evaluations in rats. Our current results suggest that application of the model could potentially lead to the production of safer drugs.
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Nishimura et al. (2013) studied Cardiotoxicity. Multi-gene model (Spp1 and Timp1) vs. Plasma cardiac troponin I (cTnI) was evaluated on Diagnostic accuracy for cardiotoxicity. A multi-gene model composed of Spp1 and Timp1 exhibited higher diagnostic accuracy for predicting potential cardiotoxicity in rats compared to plasma cardiac troponin I.
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