Predicting brain metastasis in early stage non-small cell lung cancer patients by gene expression profiling.

Gene expression signature metastasis site prediction organ-specific metastatic spread oxidative phosphorylation

Journal

Translational lung cancer research
ISSN: 2218-6751
Titre abrégé: Transl Lung Cancer Res
Pays: China
ID NLM: 101646875

Informations de publication

Date de publication:
Jun 2020
Historique:
entrez: 18 7 2020
pubmed: 18 7 2020
medline: 18 7 2020
Statut: ppublish

Résumé

Non-small cell lung cancer (NSCLC) is the most common cause of cancer-death due to early metastatic spread, in many cases primarily to the brain. Organ-specific pattern of spread of disease might be driven by the activity of a specific signaling pathway within the primary tumors. We aimed to identify an expression signature of genes and the relevant signaling associated with the development of brain metastasis (BM) after surgical resection of NSCLC. Rapidly frozen NSCLC surgical specimens were procured from tumor banks. RNA was extracted and analyzed by RNA-sequencing (Illumina HiSeq 2500). Clinical parameters and gene expression were examined for differentiating between patients with BM, patients with metastases to sites other than brain, and patients who did not develop metastatic disease at a clinically significant follow up. Principal component analysis and pathway enrichments studies were done. A total of 91 patients were included in this study, 32 of which developed BM. Stage of disease at diagnosis (P=0.004) and level of differentiation (P=0.007) were significantly different between BM and control group. We identified a set of 22 genes which correlated specifically with BM, and not with metastasis to other sites. This set achieved 93.4% accuracy (95% CI: 86.2-97.5%), 96.6% specificity and 87.5% sensitivity of correctly identifying BM patients in a leave-one-out internal validation analysis. The oxidative phosphorylation pathway was strongly correlated with BM risk. Expression level of a small set of genes from primary tumors was found to predict BM development, distinctly from metastasis to other organs. These genes and the correlated oxidative phosphorylation pathway require further validation as potentially clinically useful predictors of BM and possibly as novel therapeutic targets for BM prevention.

Sections du résumé

BACKGROUND BACKGROUND
Non-small cell lung cancer (NSCLC) is the most common cause of cancer-death due to early metastatic spread, in many cases primarily to the brain. Organ-specific pattern of spread of disease might be driven by the activity of a specific signaling pathway within the primary tumors. We aimed to identify an expression signature of genes and the relevant signaling associated with the development of brain metastasis (BM) after surgical resection of NSCLC.
METHODS METHODS
Rapidly frozen NSCLC surgical specimens were procured from tumor banks. RNA was extracted and analyzed by RNA-sequencing (Illumina HiSeq 2500). Clinical parameters and gene expression were examined for differentiating between patients with BM, patients with metastases to sites other than brain, and patients who did not develop metastatic disease at a clinically significant follow up. Principal component analysis and pathway enrichments studies were done.
RESULTS RESULTS
A total of 91 patients were included in this study, 32 of which developed BM. Stage of disease at diagnosis (P=0.004) and level of differentiation (P=0.007) were significantly different between BM and control group. We identified a set of 22 genes which correlated specifically with BM, and not with metastasis to other sites. This set achieved 93.4% accuracy (95% CI: 86.2-97.5%), 96.6% specificity and 87.5% sensitivity of correctly identifying BM patients in a leave-one-out internal validation analysis. The oxidative phosphorylation pathway was strongly correlated with BM risk.
CONCLUSIONS CONCLUSIONS
Expression level of a small set of genes from primary tumors was found to predict BM development, distinctly from metastasis to other organs. These genes and the correlated oxidative phosphorylation pathway require further validation as potentially clinically useful predictors of BM and possibly as novel therapeutic targets for BM prevention.

Identifiants

pubmed: 32676330
doi: 10.21037/tlcr-19-477
pii: tlcr-09-03-682
pmc: PMC7354143
doi:

Types de publication

Journal Article

Langues

eng

Pagination

682-692

Informations de copyright

2020 Translational Lung Cancer Research. All rights reserved.

Déclaration de conflit d'intérêts

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at http://dx.doi.org/10.21037/tlcr-19-477). IK has a patent Gene signature prognostic of brain metastasis in NSCLC. 62/879,716 pending. ID has a patent Gene signature prognostic of brain metastasis in NSCLC. 62/879,716 pending. AO reports and honoraria from BI, MSD, Roche, AstraZeneca in Israel. JB has a patent Gene signature prognostic of brain metastasis in NSCLC. 62/879,716 pending and consultant fees from Roche, Boehringer Ingelheim, Novartis, BMS, Pfizer, AstraZeneca, Takada, MSD, VBL, Abbvie, Bayer, Lilly, grant support (to the institute) from MSD, Boehringer Ingelheim, AstraZeneca, Pfizer, Roche, Abbvie, BMS, Takeda. The other authors have no conflicts of interest to declare.

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Auteurs

Iris Kamer (I)

Institute of Oncology, Sheba Medical Center, Tel Hashomer, Israel.

Yael Steuerman (Y)

Department of Cell Research and Immunology, School of Molecular Cell Biology and Biotechnology, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel.

Inbal Daniel-Meshulam (I)

Institute of Oncology, Sheba Medical Center, Tel Hashomer, Israel.

Gili Perry (G)

Institute of Oncology, Sheba Medical Center, Tel Hashomer, Israel.

Shai Izraeli (S)

The Pediatric Research Institute, Safra Children Hospital, Sheba Medical Center, Tel Hashomer, Israel.
Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.

Marina Perelman (M)

Department of Pathology, Sheba Medical Center, Tel Hashomer, Israel.

Nir Golan (N)

Thoracic Surgery Department, Sheba Medical Center, Tel Hashomer, Israel.

David Simansky (D)

Thoracic Surgery Department, Sheba Medical Center, Tel Hashomer, Israel.

Iris Barshack (I)

Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Department of Pathology, Sheba Medical Center, Tel Hashomer, Israel.

Alon Ben Nun (A)

Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Thoracic Surgery Department, Sheba Medical Center, Tel Hashomer, Israel.

Teodor Gottfried (T)

Institute of Oncology, Sheba Medical Center, Tel Hashomer, Israel.

Amir Onn (A)

Institute of Pulmonology, Sheba Medical Center, Tel Hashomer, Israel.

Irit Gat-Viks (I)

Department of Cell Research and Immunology, School of Molecular Cell Biology and Biotechnology, George S. Wise Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel.
Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.

Jair Bar (J)

Institute of Oncology, Sheba Medical Center, Tel Hashomer, Israel.
Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.

Classifications MeSH