% IMPORTANT: The following is UTF-8 encoded. This means that in the presence % of non-ASCII characters, it will not work with BibTeX 0.99 or older. % Instead, you should use an up-to-date BibTeX implementation like “bibtex8” or % “biber”. @ARTICLE{Koelsche:167188, author = {C. Koelsche$^*$ and D. Schrimpf$^*$ and D. Stichel$^*$ and M. Sill$^*$ and F. Sahm$^*$ and D. E. Reuss$^*$ and M. Blattner$^*$ and B. Worst$^*$ and C. E. Heilig$^*$ and K. Beck$^*$ and P. Horak$^*$ and S. Kreutzfeldt$^*$ and E. Paff$^*$ and S. Stark$^*$ and P. Johann$^*$ and F. Selt$^*$ and J. Ecker$^*$ and D. Sturm$^*$ and K. W. Pajtler$^*$ and A. Reinhardt$^*$ and A. K. Wefers$^*$ and P. Sievers$^*$ and A. Ebrahimi$^*$ and A. Suwala$^*$ and F. Fernández-Klett$^*$ and B. Casalini$^*$ and A. Korshunov$^*$ and V. Hovestadt and F. K. F. Kommoss and M. Kriegsmann and M. Schick$^*$ and M. Bewerunge-Hudler$^*$ and T. Milde$^*$ and O. Witt$^*$ and A. E. Kulozik and M. Kool$^*$ and L. Romero-Pérez and T. G. P. Grünewald and T. Kirchner and W. Wick$^*$ and M. Platten$^*$ and A. Unterberg and M. Uhl and A. Abdollahi$^*$ and J. Debus$^*$ and B. Lehner and C. Thomas and M. Hasselblatt and W. Paulus and C. Hartmann and O. Staszewski and M. Prinz and J. Hench and S. Frank and Y. M. H. Versleijen-Jonkers and M. E. Weidema and T. Mentzel and K. Griewank and E. de Álava and J. D. Martín and M. A. I. Gastearena and K. T. Chang and S. Y. Y. Low and A. Cuevas-Bourdier and M. Mittelbronn and M. Mynarek and S. Rutkowski and U. Schüller and V. F. Mautner and J. Schittenhelm and J. Serrano and M. Snuderl and R. Büttner and T. Klingebiel and R. Buslei and M. Gessler and P. Wesseling and W. N. M. Dinjens and S. Brandner and Z. Jaunmuktane and I. Lyskjær and P. Schirmacher and A. Stenzinger and B. Brors$^*$ and H. Glimm$^*$ and C. Heining$^*$ and O. M. Tirado and M. Sáinz-Jaspeado and J. Mora and J. Alonso and X. G. Del Muro and S. Moran and M. Esteller and J. K. Benhamida and M. Ladanyi and E. Wardelmann and C. Antonescu and A. Flanagan and U. Dirksen$^*$ and P. Hohenberger and D. Baumhoer and W. Hartmann and C. Vokuhl and U. Flucke and I. Petersen and G. Mechtersheimer and D. Capper and D. T. W. Jones$^*$ and S. Fröhling$^*$ and S. M. Pfister$^*$ and A. von Deimling$^*$}, title = {{S}arcoma classification by {DNA} methylation profiling.}, journal = {Nature Communications}, volume = {12}, number = {1}, issn = {2041-1723}, address = {[London]}, publisher = {Nature Publishing Group UK}, reportid = {DKFZ-2021-00179}, pages = {498}, year = {2021}, note = {#EA:B300#LA:B300#}, abstract = {Sarcomas are malignant soft tissue and bone tumours affecting adults, adolescents and children. They represent a morphologically heterogeneous class of tumours and some entities lack defining histopathological features. Therefore, the diagnosis of sarcomas is burdened with a high inter-observer variability and misclassification rate. Here, we demonstrate classification of soft tissue and bone tumours using a machine learning classifier algorithm based on array-generated DNA methylation data. This sarcoma classifier is trained using a dataset of 1077 methylation profiles from comprehensively pre-characterized cases comprising 62 tumour methylation classes constituting a broad range of soft tissue and bone sarcoma subtypes across the entire age spectrum. The performance is validated in a cohort of 428 sarcomatous tumours, of which 322 cases were classified by the sarcoma classifier. Our results demonstrate the potential of the DNA methylation-based sarcoma classification for research and future diagnostic applications.}, cin = {B300 / HD01 / B062 / B360 / B340 / B310 / W110 / D170 / E050 / E210 / B330 / DD01 / ED01 / B320}, ddc = {500}, cid = {I:(DE-He78)B300-20160331 / I:(DE-He78)HD01-20160331 / I:(DE-He78)B062-20160331 / I:(DE-He78)B360-20160331 / I:(DE-He78)B340-20160331 / I:(DE-He78)B310-20160331 / I:(DE-He78)W110-20160331 / I:(DE-He78)D170-20160331 / I:(DE-He78)E050-20160331 / I:(DE-He78)E210-20160331 / I:(DE-He78)B330-20160331 / I:(DE-He78)DD01-20160331 / I:(DE-He78)ED01-20160331 / I:(DE-He78)B320-20160331}, pnm = {312 - Funktionelle und strukturelle Genomforschung (POF4-312)}, pid = {G:(DE-HGF)POF4-312}, typ = {PUB:(DE-HGF)16}, pubmed = {pmid:33479225}, doi = {10.1038/s41467-020-20603-4}, url = {https://inrepo02.dkfz.de/record/167188}, }