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SoftBank Group Corp. has quietly built a ¥550 billion ($5 billion) stake in Roche Holding AG, placing a bet on the pharmaceutical company’s strategy of using data to develop drugs, according to people familiar with the matter.

The Japanese conglomerate is now one of Roche’s largest investors, according to data compiled by Bloomberg.

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