TY - JOUR
T1 - The prognostic significance of low-frequency somatic mutations in metastatic cutaneous melanoma
AU - Zhao, Xiaobei
AU - Little, Paul
AU - Hoyle, Alan P.
AU - Pegna, Guillaume J.
AU - Hayward, Michele C.
AU - Ivanova, Anastasia
AU - Parker, Joel S.
AU - Marron, David L.
AU - Soloway, Matthew G.
AU - Jo, Heejoon
AU - Salazar, Ashley H.
AU - Papakonstantinou, Michael P.
AU - Bouchard, Deeanna M.
AU - Jefferys, Stuart R.
AU - Hoadley, Katherine A.
AU - Ollila, David W.
AU - Frank, Jill S.
AU - Thomas, Nancy E.
AU - Googe, Paul B.
AU - Ezzell, Ashley J.
AU - Collichio, Frances A.
AU - Lee, Carrie B.
AU - Earp, H. Shelton
AU - Sharpless, Norman E.
AU - Hugo, Willy
AU - Wilmott, James S.
AU - Quek, Camelia
AU - Waddell, Nicola
AU - Johansson, Peter A.
AU - Thompson, John F.
AU - Hayward, Nicholas K.
AU - Mann, Graham J.
AU - Lo, Roger S.
AU - Johnson, Douglas B.
AU - Scolyer, Richard A.
AU - Hayes, D. Neil
AU - Moschos, Stergios J.
N1 - Publisher Copyright:
Copyright © 2019 Zhao, Little, Hoyle, Pegna, Hayward, Ivanova, Parker, Marron, Soloway, Jo, Salazar, Papakonstantinou, Bouchard, Jefferys, Hoadley, Ollila, Frank, Thomas, Googe, Ezzell, Collichio, Lee, Earp, Sharpless, Hugo, Wilmott, Quek, Waddell, Johansson, Thompson, Hayward, Mann, Lo, Johnson, Scolyer, Hayes and Moschos.
PY - 2019
Y1 - 2019
N2 - Background: Little is known about the prognostic significance of somatically mutated genes in metastatic melanoma (MM). We have employed a combined clinical and bioinformatics approach on tumor samples from cutaneous melanoma (SKCM) as part of The Cancer Genome Atlas project (TCGA) to identify mutated genes with potential clinical relevance. Methods: After limiting our DNA sequencing analysis to MM samples (n = 356) and to the CANCER CENSUS gene list, we filtered out mutations with low functional significance (snpEFF). We performed Cox analysis on 53 genes that were mutated in ≥3% of samples, and had ≥50% difference in incidence of mutations in deceased subjects versus alive subjects. Results: Four genes were potentially prognostic [RAC1, FGFR1, CARD11, CIITA; false discovery rate (FDR) < 0.2]. We identified 18 additional genes (e.g., SPEN, PDGFRB, GNAS, MAP2K1, EGFR, TSC2) that were less likely to have prognostic value (FDR < 0.4). Most somatic mutations in these 22 genes were infrequent (< 10%), associated with high somatic mutation burden, and were evenly distributed across all exons, except for RAC1 and MAP2K1. Mutations in only 9 of these 22 genes were also identified by RNA sequencing in >75% of the samples that exhibited corresponding DNA mutations. The low frequency, UV signature type and RNA expression of the 22 genes in MM samples were confirmed in a separate multi-institution validation cohort (n = 413). An underpowered analysis within a subset of this validation cohort with available patient follow-up (n = 224) showed that somatic mutations in SPEN and RAC1 reached borderline prognostic significance [log-rank favorable (p = 0.09) and adverse (p = 0.07), respectively]. Somatic mutations in SPEN, and to a lesser extent RAC1, were not associated with definite gene copy number or RNA expression alterations. High (>2+) nuclear plus cytoplasmic expression intensity for SPEN was associated with longer melanoma-specific overall survival (OS) compared to lower (≤ 2+) nuclear intensity (p = 0.048). We conclude that expressed somatic mutations in infrequently mutated genes beyond the well-characterized ones (e.g., BRAF, RAS, CDKN2A, PTEN, TP53), such as RAC1 and SPEN, may have prognostic significance in MM.
AB - Background: Little is known about the prognostic significance of somatically mutated genes in metastatic melanoma (MM). We have employed a combined clinical and bioinformatics approach on tumor samples from cutaneous melanoma (SKCM) as part of The Cancer Genome Atlas project (TCGA) to identify mutated genes with potential clinical relevance. Methods: After limiting our DNA sequencing analysis to MM samples (n = 356) and to the CANCER CENSUS gene list, we filtered out mutations with low functional significance (snpEFF). We performed Cox analysis on 53 genes that were mutated in ≥3% of samples, and had ≥50% difference in incidence of mutations in deceased subjects versus alive subjects. Results: Four genes were potentially prognostic [RAC1, FGFR1, CARD11, CIITA; false discovery rate (FDR) < 0.2]. We identified 18 additional genes (e.g., SPEN, PDGFRB, GNAS, MAP2K1, EGFR, TSC2) that were less likely to have prognostic value (FDR < 0.4). Most somatic mutations in these 22 genes were infrequent (< 10%), associated with high somatic mutation burden, and were evenly distributed across all exons, except for RAC1 and MAP2K1. Mutations in only 9 of these 22 genes were also identified by RNA sequencing in >75% of the samples that exhibited corresponding DNA mutations. The low frequency, UV signature type and RNA expression of the 22 genes in MM samples were confirmed in a separate multi-institution validation cohort (n = 413). An underpowered analysis within a subset of this validation cohort with available patient follow-up (n = 224) showed that somatic mutations in SPEN and RAC1 reached borderline prognostic significance [log-rank favorable (p = 0.09) and adverse (p = 0.07), respectively]. Somatic mutations in SPEN, and to a lesser extent RAC1, were not associated with definite gene copy number or RNA expression alterations. High (>2+) nuclear plus cytoplasmic expression intensity for SPEN was associated with longer melanoma-specific overall survival (OS) compared to lower (≤ 2+) nuclear intensity (p = 0.048). We conclude that expressed somatic mutations in infrequently mutated genes beyond the well-characterized ones (e.g., BRAF, RAS, CDKN2A, PTEN, TP53), such as RAC1 and SPEN, may have prognostic significance in MM.
KW - Cutaneous melanoma
KW - Next generation sequencing
KW - Prognostic significance
KW - RAC1
KW - RNA sequencing
KW - SPEN
KW - The Cancer Genome Atlas Project
KW - UV signature
UR - http://www.scopus.com/inward/record.url?scp=85063321684&partnerID=8YFLogxK
U2 - 10.3389/fonc.2018.00584
DO - 10.3389/fonc.2018.00584
M3 - Article
SN - 2234-943X
VL - 9
JO - Frontiers in Oncology
JF - Frontiers in Oncology
IS - JAN
M1 - 584
ER -