TY - JOUR
T1 - MarkovFit
T2 - Structure Fitting for Protein Complexes in Electron Microscopy Maps Using Markov Random Field
AU - Alnabati, Eman
AU - Esquivel-Rodriguez, Juan
AU - Terashi, Genki
AU - Kihara, Daisuke
N1 - Publisher Copyright:
Copyright © 2022 Alnabati, Esquivel-Rodriguez, Terashi and Kihara.
PY - 2022/7/25
Y1 - 2022/7/25
N2 - An increasing number of protein complex structures are determined by cryo-electron microscopy (cryo-EM). When individual protein structures have been determined and are available, an important task in structure modeling is to fit the individual structures into the density map. Here, we designed a method that fits the atomic structures of proteins in cryo-EM maps of medium to low resolutions using Markov random fields, which allows probabilistic evaluation of fitted models. The accuracy of our method, MarkovFit, performed better than existing methods on datasets of 31 simulated cryo-EM maps of resolution 10 (Formula presented.), nine experimentally determined cryo-EM maps of resolution less than 4 (Formula presented.), and 28 experimentally determined cryo-EM maps of resolution 6 to 20 (Formula presented.).
AB - An increasing number of protein complex structures are determined by cryo-electron microscopy (cryo-EM). When individual protein structures have been determined and are available, an important task in structure modeling is to fit the individual structures into the density map. Here, we designed a method that fits the atomic structures of proteins in cryo-EM maps of medium to low resolutions using Markov random fields, which allows probabilistic evaluation of fitted models. The accuracy of our method, MarkovFit, performed better than existing methods on datasets of 31 simulated cryo-EM maps of resolution 10 (Formula presented.), nine experimentally determined cryo-EM maps of resolution less than 4 (Formula presented.), and 28 experimentally determined cryo-EM maps of resolution 6 to 20 (Formula presented.).
KW - cryo-EM
KW - Markov random field
KW - protein modeling
KW - protein structure prediction
KW - structure fitting
UR - http://www.scopus.com/inward/record.url?scp=85136807771&partnerID=8YFLogxK
U2 - 10.3389/fmolb.2022.935411
DO - 10.3389/fmolb.2022.935411
M3 - Artículo
AN - SCOPUS:85136807771
SN - 2296-889X
VL - 9
JO - Frontiers in Molecular Biosciences
JF - Frontiers in Molecular Biosciences
M1 - 935411
ER -