My hair started falling out ten days after I began radiation therapy.
Remember how 抜く means "to extract" or "to pluck"? This one is to be extracted. You're not doing the extracting. Why? Because you really don't care (ける).
The reading is the same as what you learned with the kanji. Also, it is the same as 抜く.