The present invention provides novel methods for reducing the complexity of preferably a genomic sample for further analysis such as direct DNA sequencing, resequencing or SNP calling. The methods use pre-selected immobilized oligonucleotide probes to capture target nucleic acid molecules from a sample containing denatured, fragmented (genomic) nucleic acids for reducing the genetic complexity of the original population of nucleic acid molecules.