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@ARTICLE{Pohl:287282,
author = {L. C. Pohl and M. Leitheiser and D. Obrecht and L.
Schweizer$^*$ and A. K. Wefers and A. Eckhardt and M.
Raffeld and D. Sturm$^*$ and K. W. Pajtler$^*$ and S.
Rutkowski and K. Fukuoka and K. Ichimura and M. Bockmayr and
U. Schüller},
title = {{M}olecular characteristics and improved survival
prediction in a cohort of 2023 ependymomas.},
journal = {Acta neuropathologica},
volume = {147},
number = {1},
issn = {0001-6322},
address = {Heidelberg},
publisher = {Springer},
reportid = {DKFZ-2024-00207},
pages = {24},
year = {2024},
abstract = {The diagnosis of ependymoma has moved from a purely
histopathological review with limited prognostic value to an
integrated diagnosis, relying heavily on molecular
information. However, as the integrated approach is still
novel and some molecular ependymoma subtypes are quite rare,
few studies have correlated integrated pathology and
clinical outcome, often focusing on small series of single
molecular types. We collected data from 2023 ependymomas as
classified by DNA methylation profiling, consisting of 1736
previously published and 287 unpublished methylation
profiles. Methylation data and clinical information were
correlated, and an integrated model was developed to predict
progression-free survival. Patients with EPN-PFA, EPN-ZFTA,
and EPN-MYCN tumors showed the worst outcome with 10-year
overall survival rates of $56\%,$ $62\%,$ and $32\%,$
respectively. EPN-PFA harbored chromosome 1q gains and/or 6q
losses as markers for worse survival. In supratentorial
EPN-ZFTA, a combined loss of CDKN2A and B indicated worse
survival, whereas a single loss did not. Twelve out of 200
EPN-ZFTA $(6\%)$ were located in the posterior fossa, and
these tumors relapsed or progressed even earlier than
supratentorial tumors with a combined loss of CDKN2A/B.
Patients with MPE and PF-SE, generally regarded as
non-aggressive tumors, only had a 10-year progression-free
survival of $59\%$ and $65\%,$ respectively. For the
prediction of the 5-year progression-free survival,
Kaplan-Meier estimators based on the molecular subtype, a
Support Vector Machine based on methylation, and an
integrated model based on clinical factors, CNV data, and
predicted methylation scores achieved balanced accuracies of
$66\%,$ $68\%,$ and $73\%,$ respectively. Excluding samples
with low prediction scores resulted in balanced accuracies
of over $80\%.$ In sum, our large-scale analysis of
ependymomas provides robust information about molecular
features and their clinical meaning. Our data are
particularly relevant for rare and hardly explored tumor
subtypes and seemingly benign variants that display higher
recurrence rates than previously believed.},
keywords = {Humans / Ependymoma / Progression-Free Survival / Protein
Processing, Post-Translational / DNA methylation (Other) /
Ependymoma (Other) / Machine learning (Other) / Molecular
types (Other) / Survival (Other)},
cin = {FM01 / B360 / HD01 / B062},
ddc = {610},
cid = {I:(DE-He78)FM01-20160331 / I:(DE-He78)B360-20160331 /
I:(DE-He78)HD01-20160331 / I:(DE-He78)B062-20160331},
pnm = {312 - Funktionelle und strukturelle Genomforschung
(POF4-312)},
pid = {G:(DE-HGF)POF4-312},
typ = {PUB:(DE-HGF)16},
pubmed = {pmid:38265522},
doi = {10.1007/s00401-023-02674-x},
url = {https://inrepo02.dkfz.de/record/287282},
}