Current bacterial DNA-typing methods are typically based on gel-based fingerprinting methods. As such, they access a limited complement of genetic information and many independent restriction enzymes or probes are required to achieve statistical rigor and confidence in the resulting pattern of DNA fragments. Furthermore, statistical comparison of gel-based fingerprints is complex and nonstandardized. To overcome these limitations of gel-based microbial DNA fingerprinting, we developed a prototype, 47-probe microarray consisting of randomly selected nonamer oligonucleotides. Custom image analysis algorithms and statistical tools were developed to automatically extract fingerprint profiles from microarray images. The prototype array and new image analysis algorithms were used to analyze 14 closely related Xanthomonas pathovars. Of the 47 probes on the prototype array, 10 had diagnostic value (based on a chi-squared test) and were used to construct statistically robust microarray fingerprints. Analysis of the microarray fingerprints showed clear differences between the 14 test organisms, including the separation of X. oryzae strains 43836 and 49072, which could not be resolved by traditional gel electrophoresis of REP-PCR amplification products. The proof-of-application study described here represents an important first step to high-resolution bacterial DNA fingerprinting with microarrays. The universal nature of the nonamer fingerprinting microarray and data analysis methods developed here also forms a basis for method standardization and application to the forensic identification of other closely related bacteria.The need to rapidly detect specific microorganisms is both varied and extensive, encompassing basic biochemical, genetic, and ecological research and numerous applications in the genetic identification and tracking of pathogenic microorganisms. Current epidemiological investigations of pathogenic microorganisms use fairly standard techniques for DNA fingerprinting or discriminating between closely related isolates. These include pulsed-field gel electrophoresis (2), variations on Southern hybridization (43), and PCR-based techniques such as randomly amplified polymorphic DNA PCR (39), repetitive element PCR (18, 24), analysis of restriction fragment length polymorphisms (20, 30), single-stranded conformation polymorphisms (26), denaturing gradient gel electrophoresis (29), and combinations thereof (40). In most cases, current DNA-typing methods access a limited complement of genetic information and the fingerprint is based on DNA fragment sizing technology (i.e., gels) that requires parallel processing with many independent restriction enzymes or probes to achieve statistical rigor and confidence in the resulting pattern of DNA fragments.Despite the widespread acceptance of gel-based DNA fingerprinting techniques, they frequently fail to answer fundamental epidemiological questions. For example, Hancock et al. identified multiple sources of Escherichia coli O157:H7 in feedlots and dairy farms but were un...