RESUMEN
With inadequate efficacy being the primary cause for the attrition of drug candidates in clinical development, the need to better predict clinical efficacy earlier in the drug development process has increased in importance in the pharmaceutical industry. Here, we review current applications of translational pharmacokinetic-pharmacodynamic (PK-PD) modeling of preclinical data in the pharmaceutical industry, including best practices. Preclinical translational PK-PD modeling has been used in many therapeutic areas and has been impactful to drug development. The role of preclinical translational PK-PD modeling in drug discovery and development will continue to evolve and broaden, given that its broad implementation in the pharmaceutical industry is relatively recent and many opportunities still exist for its further application.
Asunto(s)
Descubrimiento de Drogas/métodos , Industria Farmacéutica/métodos , Animales , Evaluación Preclínica de Medicamentos/métodos , Humanos , Modelos BiológicosRESUMEN
The application of modeling and simulation techniques is increasingly common in preclinical stages of the drug discovery and development process. A survey focusing on preclinical pharmacokinetic/pharmacodynamics (PK/PD) analysis was conducted across pharmaceutical companies that are members of the International Consortium for Quality and Innovation in Pharmaceutical Development. Based on survey responses, ~68% of companies use preclinical PK/PD analysis in all therapeutic areas indicating its broad application. An important goal of preclinical PK/PD analysis in all pharmaceutical companies is for the selection/optimization of doses and/or dose regimens, including prediction of human efficacious doses. Oncology was the therapeutic area with the most PK/PD analysis support and where it showed the most impact. Consistent use of more complex systems pharmacology models and hybrid physiologically based pharmacokinetic models with PK/PD components was less common compared to traditional PK/PD models. Preclinical PK/PD analysis is increasingly being included in regulatory submissions with ~73% of companies including these data to some degree. Most companies (~86%) have seen impact of preclinical PK/PD analyses in drug development. Finally, ~59% of pharmaceutical companies have plans to expand their PK/PD modeling groups over the next 2 years indicating continued growth. The growth of preclinical PK/PD modeling groups in pharmaceutical industry is necessary to establish required resources and skills to further expand use of preclinical PK/PD modeling in a meaningful and impactful manner.
Asunto(s)
Simulación por Computador , Evaluación Preclínica de Medicamentos/métodos , Industria Farmacéutica/métodos , Modelos Biológicos , Recolección de Datos , Relación Dosis-Respuesta a Droga , Diseño de Fármacos , Descubrimiento de Drogas/métodos , Industria Farmacéutica/estadística & datos numéricos , HumanosRESUMEN
Nitroglycerin (NTG), an important cardiovascular agent, has been shown recently to activate matrix metalloproteinase-9 (MMP-9) in biological systems, possibly leading to destabilization of atherosclerotic plaques. The chemical mechanism for this activation, particularly on the cysteine switch of the pro-form of MMP-9 (proMMP-9), has not been investigated and was examined here using nano-flow liquid chromatography coupled to mass spectrometry. In order to obtain high sequence coverage, two orthogonal enzymes (trypsin and GluC) were employed to digest the protein in parallel. Two complementary activation methods, collision-induced dissociation (CID) and electron-transfer dissociation (ETD), were employed for the identification of various modifications. A high-resolution Orbitrap analyzer was used to enable confident identification. Incubation of NTG with proMMP-9 resulted in the formation of an unstable thionitrate intermediate and oxidation of the cysteine switch to sulfinic and irreversible sulfonic acid derivatives. The unstable thionitrate modification was confirmed by both CID and ETD in the proteolytic peptides produced by both trypsin and GluC. Incubation of proMMP-9 with diethylenetriamine NONOate (a nitric oxide donor) led to sulfonic acid formation, but no observable sulfinic acid modification. Extensive tyrosine nitration by NTG was observed at Tyr-262, in close proximity to an oxidized Cys-256 of proMMP-9. The intramolecular interaction between these two residues toward NTG-induced oxidation was examined using a synthesized peptide representing the sequence in this domain, PWCSTTANYDTDDR, and the modification status was compared against an analog in which Cys was substituted by Ala. We observed a thionitrate product, extensive Cys oxidative modifications and enhanced tyrosine nitration with the Cys peptide but not with the Ala analog. Our results indicated that neighboring Cys and Tyr residues can facilitate each other's oxidation in the presence of NTG.