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@ARTICLE{Maurer:613832,
author = {Maurer, Valentin J. and Siggel, Marc and Kosinski, Jan},
title = {{W}hat shapes template-matching performance in cryogenic
electron tomography in situ?},
journal = {Acta crystallographica / Section D},
volume = {80},
number = {6},
issn = {2059-7983},
address = {Bognor Regis},
publisher = {Wiley},
reportid = {PUBDB-2024-05638},
pages = {410-420},
year = {2024},
abstract = {The detection of specific biological macromolecules in
cryogenic electron tomography data is frequently approached
by applying cross-correlation-based 3D template matching. To
reduce computational cost and noise, high binning is used to
aggregate voxels before template matching. This remains a
prevalent practice in both practical applications and
methods development. Here, the relation between template
size, shape and angular sampling is systematically evaluated
to identify ribosomes in a ground-truth annotated data set.
It is shown that at the commonly used binning, a detailed
subtomogram average, a sphere and a heart emoji result in
near-identical performance. These findings indicate that
with current template-matching practices macromolecules can
only be detected with high precision if their shape and size
are sufficiently different from the background. Using
theoretical considerations, the experimental results are
rationalized and it is discussed why primarily low-frequency
information remains at high binning and that template
matching fails to be accurate because similarly shaped and
sized macromolecules have similar low-frequency spectra.
These challenges are discussed and potential enhancements
for future template-matching methodologies are proposed.},
cin = {CSSB-EMBL-JK},
ddc = {530},
cid = {I:(DE-H253)CSSB-EMBL-JK-20210701},
pnm = {899 - ohne Topic (POF4-899) / EIPOD4 - EMBL
Interdisciplinary Postdoc Programme 4 (847543)},
pid = {G:(DE-HGF)POF4-899 / G:(EU-Grant)847543},
experiment = {EXP:(DE-MLZ)NOSPEC-20140101},
typ = {PUB:(DE-HGF)16},
pubmed = {pmid:38805246},
UT = {WOS:001257892800004},
doi = {10.1107/S2059798324004303},
url = {https://bib-pubdb1.desy.de/record/613832},
}