ArticleGenome biology2007
Distribution patterns of small-molecule ligands in the protein universe and implications for origin of life and drug discovery.
Article in Genome biology, 2007. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
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Who cites it
21 citing papers in PubMed, 59 citations in OpenAlex.
- Transformer Decoder Learns from a Pretrained Protein Language Model to Generate Ligands with High Affinity.Journal of chemical information and modeling · 2025Article
- Advanced cancer targeting using aptamer functionalized nanocarriers for site-specific cargo delivery.Biomaterials research · 2023Review
- Prebiotic Synthesis of ATP: A Terrestrial Volcanism-Dependent Pathway.Life (Basel, Switzerland) · 2023Article
- The Legend of ATP: From Origin of Life to Precision Medicine.Metabolites · 2022Review
- Peptides before and during the nucleotide world: an origins story emphasizing cooperation between proteins and nucleic acids.Journal of the Royal Society, Interface · 2022Review
- Reduced alphabet of prebiotic amino acids optimally encodes the conformational space of diverse extant protein folds.BMC evolutionary biology · 2019Article
- Ligand Binding Site Structure Influences the Evolution of Protein Complex Function and Topology.Cell reports · 2018Article
- Piecemeal Buildup of the Genetic Code, Ribosomes, and Genomes from Primordial tRNA Building Blocks.Life (Basel, Switzerland) · 2016Article
- The universal statistical distributions of the affinity, equilibrium constants, kinetics and specificity in biomolecular recognition.PLoS computational biology · 2015Article
- Article
- Nucleos: a web server for the identification of nucleotide-binding sites in protein structures.Nucleic acids research · 2013Article
- The phylogenomic roots of modern biochemistry: origins of proteins, cofactors and protein biosynthesis.Journal of molecular evolution · 2012Article
- Identification of nucleotide-binding sites in protein structures: a novel approach based on nucleotide modularity.PloS one · 2012Article
- Phosfinder: a web server for the identification of phosphate-binding sites on protein structures.Nucleic acids research · 2011Article
- Phosphate binding sites identification in protein structures.Nucleic acids research · 2011Article
- Proteome evolution and the metabolic origins of translation and cellular life.Journal of molecular evolution · 2011Article
- Small cofactors may assist protein emergence from RNA world: clues from RNA-protein complexes.PloS one · 2011Article
- The Mycobacterium tuberculosis drugome and its polypharmacological implications.PLoS computational biology · 2010Article
- Modular architecture of nucleotide-binding pockets.Nucleic acids research · 2010Article
- Article
Corrections and comments
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Authors and funding
6 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundExtant life depends greatly on the binding of small molecules (such as ligands) with macromolecules (such as proteins), and one ligand can bind multiple proteins. However, little is known about the global patterns of ligand-protein mapping.
resultsBy examining 2,186 well-defined small-molecule ligands and thousands of protein domains derived from a database of druggable binding sites, we show that a few ligands bind tens of protein domains or folds, whereas most ligands bind only one, which indicates that ligand-protein mapping follows a power law. Through assigning the protein-binding orders (early or late) for bio-ligands, we demonstrate that the preferential attachment principle still holds for the power-law relation between ligands and proteins. We also found that polar molecular surface area, H-bond acceptor counts, H-bond donor counts and partition coefficient are potential factors to discriminate ligands from ordinary molecules and to differentiate super ligands (shared by three or more folds) from others.
conclusionThese findings have significant implications for evolution and drug discovery. First, the chronology of ligand-protein binding can be inferred by the power-law feature of ligand-protein mapping. Some nucleotide-containing ligands, such as ATP, ADP, GDP, NAD, FAD, dihydro-nicotinamide-adenine-dinucleotide phosphate (NDP), nicotinamide-adenine-dinucleotide phosphate (NAP), flavin mononucleotide (FMN) and AMP, are found to be the earliest cofactors bound to proteins, agreeing with the current understanding of evolutionary history. Second, the finding that about 30% of ligands are shared by two or more domains will help with drug discovery, such as in finding new functions from old drugs, developing promiscuous drugs and depending more on natural products.
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