“…The datasets of 53 publicly metagenomes were collected from the National Center for Biotechnology Information-Sequence Read Archive (NCBI-SRA) [21,22,27,[55][56][57][58][59][60] and were specifically chosen for biofilms formed on materials. These samples were categorized into eight different types of materials: carbon steel (Cs, n = 21), aluminum (Al, n = 3), zinc (Zn, n = 9), titanium (Ti, n = 2), copper (Cu, n = 1), stainless steel (SS, n = 2), reinforced concrete (Rc, n = 8), and ferromanganese nodule fields (Fnf, n = 7).…”