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A spatiotemporal cancer cell trajectory underlies glioblastoma heterogeneity

Abstract: Cancer cells display highly heterogeneous and plastic states in glioblastoma, an incurable brain tumour. However, how these malignant states arise and whether they follow a tractable cellular trajectory across tumours is poorly understood. Here, we generated a deep single cell and spatial multi-omic atlas of human glioblastoma that pairs transcriptomic, epigenomic and genomic profiling of 12 tumours across multiple regions. We identify that glioblastoma heterogeneity is driven by spatially-patterned transitions of cancer cells from developmental-like states towards those defined by a glial injury response and hypoxia. This cancer cell trajectory regionalizes tumours into distinct tissue niches and manifests in a conserved manner across tumours as well as genetically distinct tumour subclones. Moreover, using a new deep learning framework to jointly map cancer cell states and clones in situ, we show that tumour subclones are finely spatially intermixed through glioblastoma tissue niches. Finally, we show that this cancer cell trajectory is intimately linked to myeloid heterogeneity and unfolds across regionalised myeloid signalling environments. Our findings define a stereotyped trajectory of cancer cells in glioblastoma and unify glioblastoma tumour heterogeneity into a tractable cellular and tissue framework.

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Studies are experimental investigations of a particular phenomenon, e.g., case-control studies on a particular trait or cancer research projects reporting matching cancer normal genomes from patients.

Study ID Study Title Study Type
EGAS00001005799 Whole Genome Sequencing

This table displays only public information pertaining to the files in the dataset. If you wish to access this dataset, please submit a request. If you already have access to these data files, please consult the download documentation.

ID File Type Size Quality Report
Located in
EGAF00008699545 cram 12.7 GB
EGAF00008699546 cram 14.2 GB
EGAF00008699547 cram 15.0 GB
EGAF00008699548 cram 13.8 GB
EGAF00008699549 cram 14.5 GB
EGAF00008699550 cram 11.8 GB
EGAF00008699551 cram 14.1 GB
EGAF00008699552 cram 14.4 GB
EGAF00008699553 cram 14.0 GB
EGAF00008699554 cram 12.5 GB
EGAF00008699555 cram 14.0 GB
EGAF00008699556 cram 12.8 GB
EGAF00008699557 cram 13.9 GB
EGAF00008699558 cram 15.2 GB
EGAF00008699559 cram 14.0 GB
EGAF00008699560 cram 15.3 GB
EGAF00008699561 cram 12.0 GB
EGAF00008699562 cram 14.3 GB
EGAF00008699563 cram 14.0 GB
EGAF00008699564 cram 14.0 GB
EGAF00008699565 cram 13.1 GB
EGAF00008699566 cram 14.5 GB
EGAF00008699852 cram 10.7 GB
EGAF00008699853 cram 11.6 GB
EGAF00008699854 cram 11.8 GB
EGAF00008699855 cram 10.8 GB
EGAF00008699856 cram 10.9 GB
EGAF00008699857 cram 11.1 GB
EGAF00008699858 cram 10.0 GB
EGAF00008699859 cram 11.3 GB
EGAF00008699860 cram 12.2 GB
EGAF00008699861 cram 9.7 GB
EGAF00008699862 cram 11.0 GB
EGAF00008699863 cram 10.7 GB
EGAF00008699864 cram 10.8 GB
EGAF00008699865 cram 9.6 GB
EGAF00008699866 cram 12.3 GB
EGAF00008699867 cram 13.2 GB
EGAF00008699868 cram 11.5 GB
EGAF00008699869 cram 14.5 GB
EGAF00008699870 cram 12.6 GB
EGAF00008699871 cram 11.9 GB
EGAF00008699872 cram 12.9 GB
EGAF00008699873 cram 12.2 GB
EGAF00008699874 cram 10.6 GB
EGAF00008699875 cram 10.9 GB
EGAF00008699876 cram 12.0 GB
EGAF00008699877 cram 12.5 GB
EGAF00008699878 cram 12.0 GB
EGAF00008699879 cram 10.9 GB
EGAF00008699880 cram 11.7 GB
EGAF00008699881 cram 12.1 GB
EGAF00008699882 cram 12.3 GB
EGAF00008699883 cram 11.1 GB
EGAF00008699884 cram 12.8 GB
EGAF00008699885 cram 12.5 GB
EGAF00008699886 cram 10.9 GB
EGAF00008699887 cram 10.8 GB
EGAF00008699888 cram 9.4 GB
EGAF00008699889 cram 12.4 GB
EGAF00008699890 cram 13.0 GB
EGAF00008699891 cram 11.1 GB
EGAF00008699892 cram 13.7 GB
EGAF00008699893 cram 11.2 GB
EGAF00008699894 cram 10.7 GB
EGAF00008699895 cram 12.3 GB
EGAF00008699896 cram 13.1 GB
EGAF00008699897 cram 10.2 GB
EGAF00008699898 cram 12.6 GB
EGAF00008699899 cram 15.0 GB
EGAF00008699900 cram 12.9 GB
EGAF00008699901 cram 12.5 GB
EGAF00008699902 cram 10.2 GB
EGAF00008699903 cram 12.3 GB
EGAF00008699904 cram 12.5 GB
EGAF00008699905 cram 11.3 GB
EGAF00008699906 cram 11.3 GB
EGAF00008699907 cram 11.7 GB
EGAF00008699908 cram 10.4 GB
EGAF00008699909 cram 12.2 GB
EGAF00008699910 cram 12.5 GB
EGAF00008699911 cram 10.2 GB
EGAF00008699912 cram 11.1 GB
EGAF00008699913 cram 10.7 GB
EGAF00008699914 cram 11.3 GB
EGAF00008699915 cram 9.7 GB
EGAF00008699916 cram 12.3 GB
EGAF00008699917 cram 13.3 GB
EGAF00008699918 cram 11.7 GB
EGAF00008699919 cram 14.9 GB
EGAF00008699920 cram 12.8 GB
EGAF00008699921 cram 12.8 GB
EGAF00008699922 cram 13.6 GB
EGAF00008699923 cram 13.0 GB
EGAF00008699924 cram 10.9 GB
EGAF00008699925 cram 11.1 GB
EGAF00008699926 cram 12.7 GB
EGAF00008699927 cram 13.6 GB
EGAF00008699928 cram 12.6 GB
EGAF00008699929 cram 11.1 GB
EGAF00008699930 cram 12.1 GB
EGAF00008699931 cram 12.5 GB
EGAF00008699932 cram 12.8 GB
EGAF00008699933 cram 11.6 GB
EGAF00008699934 cram 13.2 GB
EGAF00008699935 cram 12.7 GB
EGAF00008699936 cram 11.6 GB
EGAF00008699937 cram 11.4 GB
EGAF00008699938 cram 10.0 GB
EGAF00008699939 cram 12.9 GB
EGAF00008699940 cram 13.9 GB
EGAF00008699941 cram 11.9 GB
EGAF00008699942 cram 14.1 GB
EGAF00008699943 cram 12.0 GB
EGAF00008699944 cram 11.7 GB
EGAF00008699945 cram 12.3 GB
EGAF00008699946 cram 13.5 GB
EGAF00008699947 cram 10.5 GB
EGAF00008699948 cram 13.0 GB
EGAF00008699949 cram 15.2 GB
EGAF00008699950 cram 13.3 GB
EGAF00008699951 cram 13.3 GB
EGAF00008699952 cram 2.4 GB
EGAF00008699953 cram 3.1 GB
EGAF00008699954 cram 3.1 GB
EGAF00008699955 cram 2.8 GB
EGAF00008699956 cram 2.8 GB
EGAF00008699957 cram 3.0 GB
EGAF00008699958 cram 2.7 GB
EGAF00008699959 cram 3.1 GB
EGAF00008699960 cram 3.2 GB
EGAF00008699961 cram 2.7 GB
EGAF00008699962 cram 3.1 GB
EGAF00008699963 cram 2.9 GB
EGAF00008699964 cram 2.9 GB
EGAF00008699965 cram 2.4 GB
EGAF00008699966 cram 3.1 GB
EGAF00008699967 cram 3.5 GB
EGAF00008699968 cram 3.1 GB
EGAF00008699969 cram 3.8 GB
EGAF00008699970 cram 3.5 GB
EGAF00008699971 cram 3.2 GB
EGAF00008699972 cram 3.7 GB
EGAF00008699973 cram 3.2 GB
EGAF00008699974 cram 2.9 GB
EGAF00008699975 cram 2.9 GB
EGAF00008699976 cram 3.3 GB
EGAF00008699977 cram 3.4 GB
EGAF00008699978 cram 3.2 GB
EGAF00008699979 cram 2.9 GB
EGAF00008699980 cram 3.3 GB
EGAF00008699981 cram 3.5 GB
EGAF00008699982 cram 3.5 GB
EGAF00008699983 cram 2.9 GB
EGAF00008699984 cram 3.3 GB
EGAF00008699985 cram 3.4 GB
EGAF00008699986 cram 3.1 GB
EGAF00008699987 cram 2.9 GB
EGAF00008699988 cram 2.6 GB
EGAF00008699989 cram 3.3 GB
EGAF00008699990 cram 3.6 GB
EGAF00008699991 cram 3.0 GB
EGAF00008699992 cram 3.8 GB
EGAF00008699993 cram 3.1 GB
EGAF00008699994 cram 3.0 GB
EGAF00008699995 cram 3.3 GB
EGAF00008699996 cram 3.6 GB
EGAF00008699997 cram 2.8 GB
EGAF00008699998 cram 3.3 GB
EGAF00008699999 cram 3.8 GB
EGAF00008700000 cram 3.5 GB
EGAF00008700001 cram 3.4 GB
172 Files (1.7 TB)