Chemical space mimicry for drug discovery

Chemical space mimicry for drug discovery

We describe a new library generation method, Machine-based Identification of Molecules Inside Characterized Space (MIMICS), that generates sets of molecules inspired by a text-based input. MIMICS-generated libraries were found to preserve distributions of properties while simultaneously increasing s...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Yuan, W, Jiang, D, Nambiar, D, Liew, L, Hay, M, Bloomstein, J, Lu, P, Turner, B, Le, Q, Tibshirani, R, Khatri, P, Moloney, M, Koong, A
التنسيق: Journal article
اللغة:English
منشور في: American Chemical Society 2017
الوصف
الملخص:We describe a new library generation method, Machine-based Identification of Molecules Inside Characterized Space (MIMICS), that generates sets of molecules inspired by a text-based input. MIMICS-generated libraries were found to preserve distributions of properties while simultaneously increasing structural diversity. Newly identified MIMICS-generated compounds were found to be bioactive as inhibitors of specific components of the unfolded protein response (UPR) and the VEGFR2 pathway in cell-based assays, thus confirming the applicability of this methodology toward drug design applications. Wider application of MIMICS could facilitate the efficient utilization of chemical space.

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