Advanced Experiment Design Strategies for Drug Development
Wang et al. analyze 592 drug development studies published between 2020 and 2024 that applied design of experiments methodologies. The review surveys both classical and emerging approaches—including Bayesian optimization and active learning—and identifies a critical gap between advanced experimental strategies and their practical adoption in ...
Fanjin Wang +3 more
wiley +1 more source
Updated safety evaluation of the food enzyme glucan 1,4-α-maltohydrolase from the genetically modified <i>Bacillus subtilis</i> strain BABSC. [PDF]
EFSA Panel on Food Enzymes (FEZ) +15 more
europepmc +1 more source
Sequential multicolor fluorescence imaging in dynamic microsystems is constrained by acquisition speed and excitation dose. This study introduces a real‐time framework to reconstruct spectrally separated channels from reduced cross‐channel acquisitions (frames containing mixed spectral contributions).
Juan J. Huaroto +3 more
wiley +1 more source
The European Parliament and the objectives of the Common Agricultural Policy. Research and Documentation Papers: Agriculture Series No. 9 [PDF]
core
Assessment of fall-back MRLs for revoked CXLs previously implemented in the EU legislation. [PDF]
European Food Safety Authority (EFSA).
europepmc +1 more source
Predictive models successfully screen nanoparticles for toxicity and cellular uptake. Yet, complex biological dynamics and sparse, nonstandardized data limit their accuracy. The field urgently needs integrated artificial intelligence/machine learning, systems biology, and open‐access data protocols to bridge the gap between materials science and safe ...
Mariya L. Ivanova +4 more
wiley +1 more source
Assessment of a feed additive consisting of zinc bislysinate (3b613) for all animal species for the renewal of its authorisation (Senzyme GmbH). [PDF]
EFSA Panel on Additives and Products or Substances used in Animal Feed (FEEDAP) +23 more
europepmc +1 more source
Quantitative phase maps of single cells recorded in flow cytometry modality feed a hierarchical architecture of machine learning models for the label‐free identification of subtypes of ovarian cancer. The employment of a priori clinical information improves the classification performance, thus emulating the clinical application of liquid biopsy during ...
Daniele Pirone +11 more
wiley +1 more source
Safety evaluation of the food enzyme arabinan endo-1,5-α-l-arabinanase from the non-genetically modified <i>Aspergillus tubingensis</i> strain ARS R7-60. [PDF]
EFSA Panel on Food Enzymes (FEZ) +17 more
europepmc +1 more source
The use of image quality metrics in combination with machine learning enables automatic image quality assessment for fluorescence microscopy images. The method can be integrated into the experimental pipeline for optical microscopy and utilized to classify artifacts in experimental images and to build quality rankings with a reference‐free approach ...
Elena Corbetta, Thomas Bocklitz
wiley +1 more source

