TY - JOUR
T1 - Application of the Interagency and Modeling Analysis Group Model Verification Approach for Scientific Reproducibility in a Study of Biomineralization
AU - Khare, Eesha
AU - Peng, Xiangjun
AU - Martín-Moldes, Zaira
AU - Genin, Guy M.
AU - Kaplan, David L.
AU - Buehler, Markus J.
N1 - Publisher Copyright:
© 2023 American Chemical Society.
PY - 2023/7/10
Y1 - 2023/7/10
N2 - Model verification is a critical aspect of scientific accountability, transparency, and learning. Here, we demonstrate an application of a model verification approach for a molecular dynamics (MD) simulation, where the interactions between silica and silk protein were studied experimentally toward understanding biomineralization. Following the ten rules for credible modeling and simulation of biosciences as developed in Erdemir et al., the authors of the original paper collaborated with an external modeling group to verify the key findings of their original simulation model and to document this verification approach. The process resulted in successful replication of the key findings of the original model. Beyond verification, study of the model from a new perspective generated new insight into the basic assumptions. We discuss key learnings for how model validation processes can be improved more generally, specifically through improved documentation methods. We anticipate that this application of our protocol for model verification can be further replicated and improved to verify and validate other simulations.
AB - Model verification is a critical aspect of scientific accountability, transparency, and learning. Here, we demonstrate an application of a model verification approach for a molecular dynamics (MD) simulation, where the interactions between silica and silk protein were studied experimentally toward understanding biomineralization. Following the ten rules for credible modeling and simulation of biosciences as developed in Erdemir et al., the authors of the original paper collaborated with an external modeling group to verify the key findings of their original simulation model and to document this verification approach. The process resulted in successful replication of the key findings of the original model. Beyond verification, study of the model from a new perspective generated new insight into the basic assumptions. We discuss key learnings for how model validation processes can be improved more generally, specifically through improved documentation methods. We anticipate that this application of our protocol for model verification can be further replicated and improved to verify and validate other simulations.
KW - Interagency Modeling and Analysis Group
KW - Model validation
KW - Model verification
KW - Molecular dynamics
KW - Reproducibility
UR - http://www.scopus.com/inward/record.url?scp=85163488808&partnerID=8YFLogxK
U2 - 10.1021/acsbiomaterials.3c00147
DO - 10.1021/acsbiomaterials.3c00147
M3 - Article
C2 - 37288994
AN - SCOPUS:85163488808
SN - 2373-9878
VL - 9
SP - 4101
EP - 4107
JO - ACS Biomaterials Science and Engineering
JF - ACS Biomaterials Science and Engineering
IS - 7
ER -