How to compute word similarity using TF-IDF or LSA with gensim?

I know that word2vec in gensim can compute similarity between words. But now I want to compute word similarity using TF-IDF or LSA with gensim. How to do it?

note: Computing document similarity using LSA with gensim is easy: http://radimrehurek.com/gensim/wiki.html