Drayton also is suspected of raping a Brooklyn woman, whom he also met on Tinder, last month, WCBS reported.
According to WABC, Drayton told police that he may have killed seven other people, but authorities haven't found any evidence to corroborate his claims.
"There are potentially more victims out there," New York police Detective Dermot Shea said, according to WTNH.
Drayton, who is being held on $1.25 million bail, so far has been charged with attempted murder, rape, false imprisonment and sexual penetration with a foreign object, the New York Daily News reported. He will be extradited to New York, WTNH reported.