How can I prevent being de-anonymized by malicious nodes?

This may be a dumb question, but I've heard it's possible if all the nodes you're connected to are malicious and owned by the same person or group, they can be used to de-anonymize users. Is there something I can do about this, or am I just being paranoid and this is very uncommon?