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What if a simple blood test could detect any cancer early, when it was still easy to treat?

It sounds like science fiction. But Illumina ILMN +0.27%, the $24 billion (market cap) biotechnology company that has pioneered cheap, efficient sequencing of DNA, says it could be a reality in a few years. It is launching a new startup, GRAIL (because such a test would be a holy grail for cancer doctors), with $100 million in funding. Illumina will hold a majority share. Other backers include Sutter Hill Ventures, ARCH Ventures, Jeff Bezos’ Bezos Expeditions and Bill Gates. The startup could have vast medical, economic and societal implications–if the technology really works.

“Everything here is directed at being a pan-cancer test, something that is a universal test,” says Jay Flatley, who has been Illumina’s chief executive for sixteen years and has improved the power of DNA sequencing at a rate that exceeds improvements in microchips over the same period of time.

“It’s our largest investment ever,” says Robert Nelsen, a partner at ARCH, says of GRAIL...