MSnLib: efficient generation of open multi-stage fragmentation mass spectral libraries
Materials All solvents used were of LC–MS grade. Methanol, acetonitrile, water and formic acid were obtained from Thermo…
Bioactive molecules unearthed by terabase-scale long-read sequencing of a soil metagenome
Bacterial strains and growth conditions All strains, unless otherwise specified, were grown in Luria–Bertani (LB) at 30 °C with…
Efficient sequence alignment against millions of prokaryotic genomes with LexicMap
Probe generation Probes, also referred to as ‘masks’ in the LexicHash paper, consist of a fixed number (m = 20,000…
Systema: a framework for evaluating genetic perturbation response prediction beyond systematic variation
Nonparametric baselines We design two nonparametric baselines that we refer to as perturbed mean and matching mean. Perturbed…
CRISPR-GPT for agentic automation of gene-editing experiments
Building AI co-pilot harnessing LLM’s reasoning ability CRISPR-GPT supports four major gene-editing modalities and 22 gene-editing experiment tasks…
Morphological map of under- and overexpression of genes in human cells
Mattiazzi Usaj, M. et al. High-content screening for quantitative cell biology. Trends Cell Biol. 26, 598–611 (2016). CAS …
The Platinum Pedigree: a long-read benchmark for genetic variants
Gonzaga-Jauregui, C., Lupski, J. R. & Gibbs, R. A. Human genome sequencing in health and disease. Annu. Rev.…
Deep-learning-based gene perturbation effect prediction does not yet outperform simple linear baselines
The success of large language models in knowledge representation has spawned efforts to apply the foundation model concept…
GeneAgent: self-verification language agent for gene-set analysis using domain databases
Model setting and data collection In this work, we utilized GPT-4 (version 20230613) as the backend model via…
Integrated in vivo combinatorial functional genomics and spatial transcriptomics of tumours to decode genotype-to-phenotype relationships
Animal experiments Group size was determined on the basis of our experience in previous experiments68,69. For HDTV injections,…