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Abstract
Sampling restrictions have hindered the comprehensive study of invasive non-enhancing (NE) high-grade glioma (HGG) cell populations driving tumor progression. Here, we present an integrated multi-omic analysis of spatially matched molecular and multi-parametric magnetic resonance imaging (MRI) profiling across 313 multi-regional tumor biopsies, including 111 from the NE, across 68 HGG patients. Whole exome and RNA sequencing uncover unique genomic alterations to unresectable invasive NE tumor, including subclonal events, which inform genomic models predictive of geographic evolution. Infiltrative NE tumor is alternatively enriched with tumor cells exhibiting neuronal or glycolytic/plurimetabolic cellular states, two principal transcriptomic pathway-based glioma subtypes, which respectively demonstrate abundant private mutations or enrichment in immune cell signatures. These NE phenotypes are non-invasively identified through normalized K2 imaging signatures, which discern cell size heterogeneity on dynamic susceptibility contrast (DSC)-MRI. NE tumor populations predicted to display increased cellular proliferation by mean diffusivity (MD) MRI metrics are uniquely associated with EGFR amplification and CDKN2A homozygous deletion. The biophysical mapping of infiltrative HGG potentially enables the clinical recognition of tumor subpopulations with aggressive molecular signatures driving tumor progression, thereby informing precision medicine targeting.
Glioma tumours are known to be heterogenous in mutation and gene expression patterns, but sampling limitations can lead to inaccurate detection of evolutionary events. Here, the authors carry out multi-omics analysis of multi-regional biopsies from 68 patients and show differential mutations in non-enhancing regions.
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1 Mayo Clinic Arizona, Department of Radiology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Arizona, Department of Cancer Biology, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Arizona, Department of Neurological Surgery, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
2 University of Miami, Department of Neurological Surgery, Sylvester Comprehensive Cancer Center, Miller School of Medicine, Miami, USA (GRID:grid.26790.3a) (ISNI:0000 0004 1936 8606)
3 Mayo Clinic Alix School of Medicine Minnesota, Rochester, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X); Mayo Clinic, Department of Molecular Pharmacology and Experimental Therapeutics, Rochester, USA (GRID:grid.417467.7) (ISNI:0000 0004 0443 9942)
4 University of Naples, “Federico II”, Department of Electrical Engineering and Information Technologies, Naples, Italy (GRID:grid.4691.a) (ISNI:0000 0001 0790 385X); BIOGEM Institute of Molecular Biology and Genetics, Ariano Irpino, Italy (GRID:grid.428067.f) (ISNI:0000 0004 4674 1402)
5 Mayo Clinic Arizona, Department of Cancer Biology, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Arizona, Department of Hematology and Oncology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
6 Mayo Clinic Arizona, Department of Cancer Biology, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic, Department of Molecular Pharmacology and Experimental Therapeutics, Rochester, USA (GRID:grid.417467.7) (ISNI:0000 0004 0443 9942); Mayo Clinic Alix School of Medicine Arizona, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
7 Mayo Clinic Arizona, Department of Radiology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Arizona, Department of Cancer Biology, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Alix School of Medicine Arizona, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
8 Georgia Institute of Technology, H. Milton Stewart School of Industrial and Systems Engineering, Atlanta, USA (GRID:grid.213917.f) (ISNI:0000 0001 2097 4943)
9 Mayo Clinic Arizona, Department of Cancer Biology, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Mayo Clinic Arizona, Department of Neurological Surgery, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
10 Mayo Clinic, Department of Molecular Pharmacology and Experimental Therapeutics, Rochester, USA (GRID:grid.417467.7) (ISNI:0000 0004 0443 9942)
11 Mayo Clinic Arizona, Department of Neurological Surgery, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
12 Dignity Health, Department of Neuroimaging Research, Barrow Neurological Institute, Phoenix, USA (GRID:grid.490801.4) (ISNI:0000 0004 0461 558X)
13 Arizona State University, School of Biological and Health Systems Engineering, Tempe, USA (GRID:grid.215654.1) (ISNI:0000 0001 2151 2636)
14 Imaging Biometrics, LLC, Elm Grove, Milwaukee, USA (GRID:grid.434792.f)
15 University of Texas MD Anderson Cancer Center, Department of Cancer Systems Imaging, Houston, USA (GRID:grid.240145.6) (ISNI:0000 0001 2291 4776)
16 Mayo Clinic Arizona, Department of Radiology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
17 Mayo Clinic Arizona, Quantitative Health Sciences, Scottsdale, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
18 The University of Hong Kong, Division of Applied Oral Sciences & Community Dental Care, Hong Kong SAR, China (GRID:grid.194645.b) (ISNI:0000 0001 2174 2757)
19 Dignity Health, Department of Neuropathology, Barrow Neurological Institute, Phoenix, USA (GRID:grid.490801.4) (ISNI:0000 0004 0461 558X)
20 The City University of New York, Department of Psychology, Hunter College, New York, USA (GRID:grid.212340.6) (ISNI:0000000122985718); The City University of New York, Department of Psychology, The Graduate Center, New York, USA (GRID:grid.212340.6) (ISNI:0000 0001 2298 5718)
21 Avinger Incorporated, Redwood City, USA (GRID:grid.212340.6)
22 Arizona State University, Department of Speech and Hearing Science, Tempe, USA (GRID:grid.215654.1) (ISNI:0000 0001 2151 2636)
23 Barrow Neurological Institute, Dignity Health, Department of Neurosurgery, Phoenix, USA (GRID:grid.427785.b) (ISNI:0000 0001 0664 3531)
24 Banner University Medical Center, University of Arizona, Department of Neurosurgery, Phoenix, USA (GRID:grid.134563.6) (ISNI:0000 0001 2168 186X)
25 Mayo Clinic Arizona, Department of Pathology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
26 Mayo Clinic Arizona, Department of Neurology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339)
27 Jensen Informatics LLC, Shorewood, USA (GRID:grid.215654.1)
28 Medical College of Wisconsin, Departments of Biophysics and Radiology, Milwaukee, USA (GRID:grid.30760.32) (ISNI:0000 0001 2111 8460)
29 Mayo Clinic Arizona, Department of Radiology, Phoenix, USA (GRID:grid.417468.8) (ISNI:0000 0000 8875 6339); Departments of Psychiatry and Psychology, Mayo Clinic, USA (GRID:grid.66875.3a) (ISNI:0000 0004 0459 167X)
30 University of Miami, Department of Biochemistry and Molecular Biology, Sylvester Comprehensive Cancer Center, Miller School of Medicine, Miami, USA (GRID:grid.26790.3a) (ISNI:0000 0004 1936 8606)
31 University of Miami, Department of Public Health Sciences, Sylvester Comprehensive Cancer Center, Miller School of Medicine, Miami, USA (GRID:grid.26790.3a) (ISNI:0000 0004 1936 8606)