Sliternik was born in 1897 in Ploskirów, in the Podolia region of Russian Empire (now known as Khmelnytskyi, in Ukraine). He began studying medicine in Russia, but did not complete his studies before emigrating in 1919 to Mandate Palestine. There he met Shoshanah Lissauer, a Jewish tourist volunteer from Berlin, Germany, whom he married in 1929.