TY - JOUR
T1 - Machine learning-assisted exploration and experimental assessment of β-type Ti54-xZr15Nb14Mo17Cux alloy with an ultra-low modulus for orthopedic applications
AU - Liu, Jiantao
AU - Jin, Ni
AU - Zhang, Yiyuan
AU - Cheng, Jun
AU - Xu, Aofei
AU - Huang, Xingda
AU - Liu, Xudong
AU - He, Yixuan
N1 - Publisher Copyright:
© The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2026.
PY - 2026/2
Y1 - 2026/2
N2 - Implant-related infections are a significant and urgent problem in clinical medicine, which need to be addressed for a long time. Here, we designed a new type of low-cost, low elastic modulus, non-toxic, and easily manufacturable Ti–Zr–Nb–Mo series biomedical β-Ti alloy through machine learning methods and introduced Cu elements to impart antibacterial functionality to the alloy. The Ti54−xZr15Nb14Mo17Cux (x = 1, 3, 5, 7 at.%) alloys achieved excellent mechanical properties with an ultra-low modulus. Moreover, the Ti54−xZr15Nb14Mo17Cux alloys can inhibit both Staphylococcus aureus (Gram-positive bacteria) and Escherichia coli (Gram-negative bacteria). The potent antibacterial effect originates from the disruption of the bacterial cell wall structure induced by the reactive oxygen species (ROS). In addition, the Ti54−xZr15Nb14Mo17Cux alloys also exhibit excellent biocompatibility performance, which is beneficial for the clinical application. This work suggests that Ti54−xZr15Nb14Mo17Cux alloy implants have potential practicality in treating orthopedic infections.
AB - Implant-related infections are a significant and urgent problem in clinical medicine, which need to be addressed for a long time. Here, we designed a new type of low-cost, low elastic modulus, non-toxic, and easily manufacturable Ti–Zr–Nb–Mo series biomedical β-Ti alloy through machine learning methods and introduced Cu elements to impart antibacterial functionality to the alloy. The Ti54−xZr15Nb14Mo17Cux (x = 1, 3, 5, 7 at.%) alloys achieved excellent mechanical properties with an ultra-low modulus. Moreover, the Ti54−xZr15Nb14Mo17Cux alloys can inhibit both Staphylococcus aureus (Gram-positive bacteria) and Escherichia coli (Gram-negative bacteria). The potent antibacterial effect originates from the disruption of the bacterial cell wall structure induced by the reactive oxygen species (ROS). In addition, the Ti54−xZr15Nb14Mo17Cux alloys also exhibit excellent biocompatibility performance, which is beneficial for the clinical application. This work suggests that Ti54−xZr15Nb14Mo17Cux alloy implants have potential practicality in treating orthopedic infections.
UR - https://www.scopus.com/pages/publications/105026596954
U2 - 10.1007/s10853-025-12094-9
DO - 10.1007/s10853-025-12094-9
M3 - 文章
AN - SCOPUS:105026596954
SN - 0022-2461
VL - 61
SP - 3501
EP - 3521
JO - Journal of Materials Science
JF - Journal of Materials Science
IS - 5
ER -