Nature Communications (Sep 2023)
Integrated molecular and multiparametric MRI mapping of high-grade glioma identifies regional biologic signatures
- Leland S. Hu,
- Fulvio D’Angelo,
- Taylor M. Weiskittel,
- Francesca P. Caruso,
- Shannon P. Fortin Ensign,
- Mylan R. Blomquist,
- Matthew J. Flick,
- Lujia Wang,
- Christopher P. Sereduk,
- Kevin Meng-Lin,
- Gustavo De Leon,
- Ashley Nespodzany,
- Javier C. Urcuyo,
- Ashlyn C Gonzales,
- Lee Curtin,
- Erika M. Lewis,
- Kyle W. Singleton,
- Timothy Dondlinger,
- Aliya Anil,
- Natenael B. Semmineh,
- Teresa Noviello,
- Reyna A. Patel,
- Panwen Wang,
- Junwen Wang,
- Jennifer M. Eschbacher,
- Andrea Hawkins-Daarud,
- Pamela R. Jackson,
- Itamar S. Grunfeld,
- Christian Elrod,
- Gina L. Mazza,
- Sam C. McGee,
- Lisa Paulson,
- Kamala Clark-Swanson,
- Yvette Lassiter-Morris,
- Kris A. Smith,
- Peter Nakaji,
- Bernard R. Bendok,
- Richard S. Zimmerman,
- Chandan Krishna,
- Devi P. Patra,
- Naresh P. Patel,
- Mark Lyons,
- Matthew Neal,
- Kliment Donev,
- Maciej M. Mrugala,
- Alyx B. Porter,
- Scott C. Beeman,
- Todd R. Jensen,
- Kathleen M. Schmainda,
- Yuxiang Zhou,
- Leslie C. Baxter,
- Christopher L. Plaisier,
- Jing Li,
- Hu Li,
- Anna Lasorella,
- C. Chad Quarles,
- Kristin R. Swanson,
- Michele Ceccarelli,
- Antonio Iavarone,
- Nhan L. Tran
Affiliations
- Leland S. Hu
- Department of Radiology, Mayo Clinic Arizona
- Fulvio D’Angelo
- Department of Neurological Surgery, Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami
- Taylor M. Weiskittel
- Mayo Clinic Alix School of Medicine Minnesota
- Francesca P. Caruso
- Department of Electrical Engineering and Information Technologies, University of Naples, “Federico II”
- Shannon P. Fortin Ensign
- Department of Cancer Biology, Mayo Clinic Arizona
- Mylan R. Blomquist
- Department of Cancer Biology, Mayo Clinic Arizona
- Matthew J. Flick
- Department of Radiology, Mayo Clinic Arizona
- Lujia Wang
- H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology
- Christopher P. Sereduk
- Department of Cancer Biology, Mayo Clinic Arizona
- Kevin Meng-Lin
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic
- Gustavo De Leon
- Department of Neurological Surgery, Mayo Clinic Arizona
- Ashley Nespodzany
- Department of Neuroimaging Research, Barrow Neurological Institute, Dignity Health
- Javier C. Urcuyo
- Department of Neurological Surgery, Mayo Clinic Arizona
- Ashlyn C Gonzales
- Department of Neuroimaging Research, Barrow Neurological Institute, Dignity Health
- Lee Curtin
- Department of Neurological Surgery, Mayo Clinic Arizona
- Erika M. Lewis
- School of Biological and Health Systems Engineering, Arizona State University
- Kyle W. Singleton
- Department of Neurological Surgery, Mayo Clinic Arizona
- Timothy Dondlinger
- Imaging Biometrics, LLC, Elm Grove
- Aliya Anil
- Department of Neuroimaging Research, Barrow Neurological Institute, Dignity Health
- Natenael B. Semmineh
- Department of Cancer Systems Imaging, University of Texas MD Anderson Cancer Center
- Teresa Noviello
- Department of Electrical Engineering and Information Technologies, University of Naples, “Federico II”
- Reyna A. Patel
- Department of Radiology, Mayo Clinic Arizona
- Panwen Wang
- Quantitative Health Sciences, Mayo Clinic Arizona
- Junwen Wang
- Division of Applied Oral Sciences & Community Dental Care, The University of Hong Kong
- Jennifer M. Eschbacher
- Department of Neuropathology, Barrow Neurological Institute, Dignity Health
- Andrea Hawkins-Daarud
- Department of Neurological Surgery, Mayo Clinic Arizona
- Pamela R. Jackson
- Department of Neurological Surgery, Mayo Clinic Arizona
- Itamar S. Grunfeld
- Department of Psychology, Hunter College, The City University of New York
- Christian Elrod
- Avinger Incorporated
- Gina L. Mazza
- Quantitative Health Sciences, Mayo Clinic Arizona
- Sam C. McGee
- Department of Speech and Hearing Science, Arizona State University
- Lisa Paulson
- Department of Neurological Surgery, Mayo Clinic Arizona
- Kamala Clark-Swanson
- Department of Neurological Surgery, Mayo Clinic Arizona
- Yvette Lassiter-Morris
- Department of Neurological Surgery, Mayo Clinic Arizona
- Kris A. Smith
- Department of Neurosurgery, Barrow Neurological Institute, Dignity Health
- Peter Nakaji
- Department of Neurosurgery, Banner University Medical Center, University of Arizona
- Bernard R. Bendok
- Department of Neurological Surgery, Mayo Clinic Arizona
- Richard S. Zimmerman
- Department of Neurological Surgery, Mayo Clinic Arizona
- Chandan Krishna
- Department of Neurological Surgery, Mayo Clinic Arizona
- Devi P. Patra
- Department of Neurological Surgery, Mayo Clinic Arizona
- Naresh P. Patel
- Department of Neurological Surgery, Mayo Clinic Arizona
- Mark Lyons
- Department of Neurological Surgery, Mayo Clinic Arizona
- Matthew Neal
- Department of Neurological Surgery, Mayo Clinic Arizona
- Kliment Donev
- Department of Pathology, Mayo Clinic Arizona
- Maciej M. Mrugala
- Department of Neurology, Mayo Clinic Arizona
- Alyx B. Porter
- Department of Neurology, Mayo Clinic Arizona
- Scott C. Beeman
- School of Biological and Health Systems Engineering, Arizona State University
- Todd R. Jensen
- Jensen Informatics LLC
- Kathleen M. Schmainda
- Departments of Biophysics and Radiology, Medical College of Wisconsin
- Yuxiang Zhou
- Department of Radiology, Mayo Clinic Arizona
- Leslie C. Baxter
- Department of Radiology, Mayo Clinic Arizona
- Christopher L. Plaisier
- School of Biological and Health Systems Engineering, Arizona State University
- Jing Li
- H. Milton Stewart School of Industrial and Systems Engineering, Georgia Institute of Technology
- Hu Li
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic
- Anna Lasorella
- Department of Biochemistry and Molecular Biology, Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami
- C. Chad Quarles
- Department of Cancer Systems Imaging, University of Texas MD Anderson Cancer Center
- Kristin R. Swanson
- Department of Cancer Biology, Mayo Clinic Arizona
- Michele Ceccarelli
- Department of Public Health Sciences, Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami
- Antonio Iavarone
- Department of Neurological Surgery, Sylvester Comprehensive Cancer Center, Miller School of Medicine, University of Miami
- Nhan L. Tran
- Department of Cancer Biology, Mayo Clinic Arizona
- DOI
- https://doi.org/10.1038/s41467-023-41559-1
- Journal volume & issue
-
Vol. 14,
no. 1
pp. 1 – 20
Abstract
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.