Another name for it is the ratfish! Makes sense.

Those are organs showing through its clear skin.

Fish don't die immediately after leaving water, so it's probably the lack of pressure that really killed it first seeing that this creature lives thousands of meters below sea level.

It does, its face is covered with bioluminescent photophores. Most deep sea creatures glow.