Natural products, or secondary metabolites, usually refer to bioactive small molecules produced by microorganisms or plants. To date, thousands of natural products have been characterized which reveal diverse structures and bioactivities, making it an ideal resource for discovering drug leads and mining biocatalysts. The advances in bioinformatics and DNA sequencing technology in the 21st century enables the prediction of tremendously large numbers of biosynthetic pathways for natural products directly from genomic database, which indicates Nature’s great potential of making these molecules remains to be explored. However, most of these uncharacterized pathways are naturally under negative regulation or encoded by uncultivable microorganism...