Few methods are available for mapping the local structure of DNA throughout a genome. The hydroxyl radical cleavage pattern is a measure of the local variation in solvent-accessible surface area of duplex DNA, and thus provides information on the local shape and structure of DNA. We report the construction of a relational database, ORChID (OH Radical Cleavage Intensity Database), that contains extensive hydroxyl radical cleavage data produced from two DNA libraries. We have used the ORChID database to develop a set of algorithms that are capable of predicting the hydroxyl radical cleavage pattern of a DNA sequence of essentially any length, to high accuracy. We have used the prediction algorithm to produce a structural map of the 30 Mb of the ENCODE regions of the human genome.[Supplemental material is available online at www.genome.org.]While the linear sequence of nucleotides is the level at which most interpretations of a genome are made, a new appreciation of the effect of local DNA structure on genome function is emerging. Much effort has gone into the derivation of general rules regarding the effect of the sequence of DNA on its structure. High-resolution X-ray and NMR structures have clearly revealed the variability of DNA structure (Dickerson and Drew 1981;Calladine 1982;Calladine and Drew 1986;Yanagi et al. 1991;Dickerson 1992Dickerson , 1997Grzeskowiak 1996;Olson et al. 1998;Ng and Dickerson 2001;Barbic et al. 2003;Hays et al. 2005), and have shown that the conformation of a nucleotide residue is dependent at least on its nearest neighbors, and possibly more (Dickerson and Drew 1981;Dickerson 1983;Calladine and Drew 1986;Nelson et al. 1987;Bhattacharyya and Bansal 1990;DiGabriele and Steitz 1993;El Hassan and Calladine 1997;Johansson et al. 2000; Packer et al. 2000a,b;Gardiner et al. 2003). Although much knowledge has been gained from the study of DNA crystal structures, high-resolution structure determinations are resourceintensive and are applicable only to moderate-sized DNA molecules. In order to comprehensively sample the structure of all possible DNA sequences in an unbiased manner, alternative methods are necessary.We report here the construction of a library of hydroxyl radical cleavage patterns of DNA, as a means of compiling structural information for a wide variety of DNA sequences. Although the hydroxyl radical cleavage pattern (Price and Tullius 1992) does not yield a high-resolution three-dimensional structure of a DNA molecule, it is a reflection of an important structural parameter, the solvent-accessible surface area of the DNA backbone (Balasubramanian et al. 1998). The cleavage pattern thus provides an image of the shape of the DNA backbone and how it varies with respect to nucleotide sequence. We describe the use of a fluorescence-based sequencer to obtain cleavage patterns, and introduce methods for normalization and quantitation of cleavage data. We present the design considerations of a relational database, ORChID (OH Radical Cleavage Intensity Database), to hold hydroxyl radical...