Provided herein are compositions comprising substantially non-viable Gram-negative bacterial organisms that have a substantial reduction in endotoxin activity and/or pyrogenicity and methods for treating a cancer using the same. Also provided are methods for treating cancer provided herein, comprising administering to a mammal diagnosed with cancer, substantially non-viable Gram-negative bacteria having a substantial reduction in endotoxin activity and/or pyrogenicity, in an amount sufficient to inhibit growth or metastasis of the cancer. An additional method is provided comprising administering viable or non-viable Gram-negative bacterial organisms that have a genetic defect that results in a substantial loss of lipopolysaccharide within the outer membrane of the bacteria. Further provided are methods for reducing endotoxin activity and/or pyrogenicity in Gram-negative bacteria comprising treatment with polymyxin and glutaraldehyde.