Frederik Pohl's always fascinating blog features an article about his friendship with Frank Herbert and the genesis of Dune. Every book publisher turned down Herbert's manuscript, until a small press took a chance. Fascinating reading.
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Seriously, publisher - save your rejection for those who deserve it!