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Spatial Distance Correlates With Genetic Distance in Diffuse Glioma

Background: Treatment effectiveness and overall prognosis for glioma patients depend heavily on the genetic and epigenetic factors in each individual tumor. However, intra-tumoral genetic heterogeneity is known to exist and needs to be managed. Currently, evidence for genetic changes varying spatial...

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Autores principales: Gates, Evan D. H., Yang, Jie, Fukumura, Kazutaka, Lin, Jonathan S., Weinberg, Jeffrey S., Prabhu, Sujit S., Long, Lihong, Fuentes, David, Sulman, Erik P., Huse, Jason T., Schellingerhout, Dawid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6682615/
https://www.ncbi.nlm.nih.gov/pubmed/31417865
http://dx.doi.org/10.3389/fonc.2019.00676
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author Gates, Evan D. H.
Yang, Jie
Fukumura, Kazutaka
Lin, Jonathan S.
Weinberg, Jeffrey S.
Prabhu, Sujit S.
Long, Lihong
Fuentes, David
Sulman, Erik P.
Huse, Jason T.
Schellingerhout, Dawid
author_facet Gates, Evan D. H.
Yang, Jie
Fukumura, Kazutaka
Lin, Jonathan S.
Weinberg, Jeffrey S.
Prabhu, Sujit S.
Long, Lihong
Fuentes, David
Sulman, Erik P.
Huse, Jason T.
Schellingerhout, Dawid
author_sort Gates, Evan D. H.
collection PubMed
description Background: Treatment effectiveness and overall prognosis for glioma patients depend heavily on the genetic and epigenetic factors in each individual tumor. However, intra-tumoral genetic heterogeneity is known to exist and needs to be managed. Currently, evidence for genetic changes varying spatially within the tumor is qualitative, and quantitative data is lacking. We hypothesized that a greater genetic diversity or “genetic distance” would be observed for distinct tumor samples taken with larger physical distances between them. Methods: Stereotactic biopsies were obtained from untreated primary glioma patients as part of a clinical trial between 2011 and 2016, with at least one biopsy pair collected in each case. The physical (Euclidean) distance between biopsy sites was determined using coordinates from imaging studies. The tissue samples underwent whole exome DNA sequencing and epigenetic methylation profiling and genomic distances were defined in three separate ways derived from differences in number of genes, copy number variations (CNV), and methylation profiles. Results: Of the 31 patients recruited to the trial, 23 were included in DNA methylation analysis, for a total of 71 tissue samples (14 female, 9 male patients, age range 21–80). Samples from an 8 patient subset of the 23 evaluated patients were further included in whole exome and copy number variation analysis. Physical and genomic distances were found to be independently and positively correlated for each of the three genomic distance measures. The correlation coefficients were 0.63, 0.65, and 0.35, respectively for (a) gene level mutations, (b) copy number variation, and (c) methylation status. We also derived quantitative linear relationships between physical and genomic distances. Conclusion: Primary brain tumors are genetically heterogeneous, and the physical distance within a given glioma correlates to genomic distance using multiple orthogonal genomic assessments. These data should be helpful in the clinical diagnostic and therapeutic management of glioma, for example by: managing sampling error, and estimating genetic heterogeneity using simple imaging inputs.
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spelling pubmed-66826152019-08-15 Spatial Distance Correlates With Genetic Distance in Diffuse Glioma Gates, Evan D. H. Yang, Jie Fukumura, Kazutaka Lin, Jonathan S. Weinberg, Jeffrey S. Prabhu, Sujit S. Long, Lihong Fuentes, David Sulman, Erik P. Huse, Jason T. Schellingerhout, Dawid Front Oncol Oncology Background: Treatment effectiveness and overall prognosis for glioma patients depend heavily on the genetic and epigenetic factors in each individual tumor. However, intra-tumoral genetic heterogeneity is known to exist and needs to be managed. Currently, evidence for genetic changes varying spatially within the tumor is qualitative, and quantitative data is lacking. We hypothesized that a greater genetic diversity or “genetic distance” would be observed for distinct tumor samples taken with larger physical distances between them. Methods: Stereotactic biopsies were obtained from untreated primary glioma patients as part of a clinical trial between 2011 and 2016, with at least one biopsy pair collected in each case. The physical (Euclidean) distance between biopsy sites was determined using coordinates from imaging studies. The tissue samples underwent whole exome DNA sequencing and epigenetic methylation profiling and genomic distances were defined in three separate ways derived from differences in number of genes, copy number variations (CNV), and methylation profiles. Results: Of the 31 patients recruited to the trial, 23 were included in DNA methylation analysis, for a total of 71 tissue samples (14 female, 9 male patients, age range 21–80). Samples from an 8 patient subset of the 23 evaluated patients were further included in whole exome and copy number variation analysis. Physical and genomic distances were found to be independently and positively correlated for each of the three genomic distance measures. The correlation coefficients were 0.63, 0.65, and 0.35, respectively for (a) gene level mutations, (b) copy number variation, and (c) methylation status. We also derived quantitative linear relationships between physical and genomic distances. Conclusion: Primary brain tumors are genetically heterogeneous, and the physical distance within a given glioma correlates to genomic distance using multiple orthogonal genomic assessments. These data should be helpful in the clinical diagnostic and therapeutic management of glioma, for example by: managing sampling error, and estimating genetic heterogeneity using simple imaging inputs. Frontiers Media S.A. 2019-07-30 /pmc/articles/PMC6682615/ /pubmed/31417865 http://dx.doi.org/10.3389/fonc.2019.00676 Text en Copyright © 2019 Gates, Yang, Fukumura, Lin, Weinberg, Prabhu, Long, Fuentes, Sulman, Huse and Schellingerhout. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Oncology
Gates, Evan D. H.
Yang, Jie
Fukumura, Kazutaka
Lin, Jonathan S.
Weinberg, Jeffrey S.
Prabhu, Sujit S.
Long, Lihong
Fuentes, David
Sulman, Erik P.
Huse, Jason T.
Schellingerhout, Dawid
Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title_full Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title_fullStr Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title_full_unstemmed Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title_short Spatial Distance Correlates With Genetic Distance in Diffuse Glioma
title_sort spatial distance correlates with genetic distance in diffuse glioma
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6682615/
https://www.ncbi.nlm.nih.gov/pubmed/31417865
http://dx.doi.org/10.3389/fonc.2019.00676
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