Multi-Omics Analysis of Brain Metastasis Outcomes Following Craniotomy

被引:35
作者
Su, Jing [1 ,2 ]
Song, Qianqian [1 ]
Qasem, Shadi [3 ]
O'Neill, Stacey [3 ]
Lee, Jingyun [4 ]
Furdui, Cristina M. [4 ,5 ]
Pasche, Boris [1 ]
Metheny-Barlow, Linda [6 ]
Masters, Adrianna H. [6 ]
Lo, Hui-Wen [1 ]
Xing, Fei [1 ]
Watabe, Kounosuke [1 ]
Miller, Lance D. [1 ]
Tatter, Stephen B. [7 ]
Laxton, Adrian W. [7 ]
Whitlow, Christopher T. [8 ]
Chan, Michael D. [6 ]
Soike, Michael H. [6 ,9 ]
Ruiz, Jimmy [10 ,11 ]
机构
[1] Wake Forest Sch Med, Dept Canc Biol, Winston Salem, NC 27101 USA
[2] Indiana Univ Sch Med, Dept Biostat, Indianapolis, IN 46202 USA
[3] Wake Forest Sch Med, Dept Pathol, Winston Salem, NC 27101 USA
[4] Wake Forest Univ, Bowman Gray Sch Med, Comprehens Canc Ctr, Prote & Metabol Shared Resource, Winston Salem, NC USA
[5] Wake Forest Sch Med, Sect Mol Med, Dept Internal Med, Winston Salem, NC 27101 USA
[6] Wake Forest Sch Med, Dept Radiat Oncol, Winston Salem, NC 27101 USA
[7] Wake Forest Sch Med, Dept Neurosurg, Winston Salem, NC 27101 USA
[8] Wake Forest Sch Med, Dept Radiol, Winston Salem, NC 27101 USA
[9] Univ Alabama Birmingham, Dept Radiat Oncol, Birmingham, AL USA
[10] Wake Forest Sch Med, Dept Med Hematol & Oncol, Winston Salem, NC 27101 USA
[11] WG Bill Hefner Vet Affair Medial Ctr VAMC, Sect Hematol & Oncol, Salisbury, NC 28144 USA
基金
美国国家卫生研究院;
关键词
bioinformatics analysis; brain metastases; craniotomy; distant brain failure; RNA-Seq; RNA sequencing; proteomics; metabolomics; non-negative matrix factorization; RADIOSURGERY; PATTERNS; FAILURE;
D O I
10.3389/fonc.2020.615472
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background The incidence of brain metastasis continues to increase as therapeutic strategies have improved for a number of solid tumors. The presence of brain metastasis is associated with worse prognosis but it is unclear if distinctive biomarkers can separate patients at risk for CNS related death. Methods We executed a single institution retrospective collection of brain metastasis from patients who were diagnosed with lung, breast, and other primary tumors. The brain metastatic samples were sent for RNA sequencing, proteomic and metabolomic analysis of brain metastasis. The primary outcome was distant brain failure after definitive therapies that included craniotomy resection and radiation to surgical bed. Novel prognostic subtypes were discovered using transcriptomic data and sparse non-negative matrix factorization. Results We discovered two molecular subtypes showing statistically significant differential prognosis irrespective of tumor subtype. The median survival time of the good and the poor prognostic subtypes were 7.89 and 42.27 months, respectively. Further integrated characterization and analysis of these two distinctive prognostic subtypes using transcriptomic, proteomic, and metabolomic molecular profiles of patients identified key pathways and metabolites. The analysis suggested that immune microenvironment landscape as well as proliferation and migration signaling pathways may be responsible to the observed survival difference. Conclusion A multi-omics approach to characterization of brain metastasis provides an opportunity to identify clinically impactful biomarkers and associated prognostic subtypes and generate provocative integrative understanding of disease.
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收藏
页数:10
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