logistic regression for a sparse matrix

Hello, I am using the function mnrfit to calculate the logistic regression for a very sparse binary matrix A(n,p). A being very sparse, it is a singular matrix, so the mnrfit output is a vector with each element NaN. How can I calculate the logistic regression for a sparse matrix?

Thank you in advance. Silvia