Humanity solves the riddle to immortality

Read this science fiction novel over 20 years ago. All I can remember is that there are a few humans who are immortal and follows then through history. One of the immortals solves the key to making everyone immortal. After he shares the secret with everyone on the planet, the learn that it makes everyone sterile.

I believe the story takes place over thousands of years.