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Two heads are better than one: current landscape of integrating QSP and machine learning : An ISoP QSP SIG white paper by the working group on the integration of quantitative systems pharmacology and machine learning.
Zhang T, Androulakis IP, Bonate P, Cheng L, Helikar T, Parikh J, Rackauckas C, Subramanian K, Cho CR; Working Group. Zhang T, et al. J Pharmacokinet Pharmacodyn. 2022 Feb;49(1):5-18. doi: 10.1007/s10928-022-09805-z. Epub 2022 Feb 1. J Pharmacokinet Pharmacodyn. 2022. PMID: 35103884 Free PMC article. Review.
Perspectives on training quantitative systems pharmacologists.
Zhang T, Cho CR, Bonate PL. Zhang T, et al. CPT Pharmacometrics Syst Pharmacol. 2022 Jun;11(6):669-672. doi: 10.1002/psp4.12783. Epub 2022 Apr 7. CPT Pharmacometrics Syst Pharmacol. 2022. PMID: 35388628 Free PMC article. No abstract available.
A dynamical framework for complex fractional killing.
Ballweg R, Paek AL, Zhang T. Ballweg R, et al. Among authors: zhang t. Sci Rep. 2017 Aug 14;7(1):8002. doi: 10.1038/s41598-017-07422-2. Sci Rep. 2017. PMID: 28808338 Free PMC article.
Designing combination therapies with modeling chaperoned machine learning.
Zhang Y, Huynh JM, Liu GS, Ballweg R, Aryeh KS, Paek AL, Zhang T. Zhang Y, et al. Among authors: zhang t. PLoS Comput Biol. 2019 Sep 9;15(9):e1007158. doi: 10.1371/journal.pcbi.1007158. eCollection 2019 Sep. PLoS Comput Biol. 2019. PMID: 31498788 Free PMC article.
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