Deceased levels of Lachnospiraceae, Actinobacteria, Turicibacteraceae and Bacteroidetes were found in antibiotic-treated mice, a result which was also found in human patients with HER2 positive breast cancer who were poor responders of trastuzumab in the neoadjuvant setting. This evidence concerns the gene ERBB2 and breast cancer.