Cancer subtypes classification using long non-coding RNA

Inter-tumor heterogeneity might explain divergent clinical evolution of cancers bearing similar pathological features. In the last decade, genomic has highly improved tumor subtypes classification through the identification of oncogenic or tumor suppressor drivers. In addition, epigenetics and long non-coding RNAs (lncRNAs) are emerging as new fields for investigation, which might also account for tumor heterogeneity. There is growing evidence that modifications of lncRNA expression profiles are involved in cancer progression through epigenetic regulation, activation of pro-oncogenic pathways and crosstalks with other RNA subtypes. Consequently, the study of lncRNA expression profile will be a key factor in the future for charting cancer subtype classifications as well as defining prognostic and progression biomarkers.

Cancer subtype classifications based on lncRNA expression profiles

Cancer type

LncRNA database
and selected set

Assessment of

lncRNA expression

N

LncRNA classification

Molecular alterations

Prognosis

Glioma

Refseq, Ensembl
1979 lncRNAs with relevant expression in glioma

Microarrays

284

lncR1

lncR2

lncR3

Astroglial signature, EGFR amplification

Neuronal signature, no recurrent alteration

Oligodendroglial signature, IDH1 mutation,
1p/19q loss

Overall survival

Poor

Intermediate

Good

Colon

GEO
6 lncRNAs associated with prognosis in colon cancer

Microarrays

895

High risk

Low risk

N/A

N/A

DFS (150-months DFS)

Poor (51,49%)

Good (78,09%)

Breast

GENCODE
1623 lncRNAs with relevant expression in breast cancer

RNA-sequencing

656

C1

C2

C3

C4

Basal-like

HER2-enriched

Luminal A

Luminal A + luminal B

Overall survival

Good

Poor

Good

Poor

Renal cell carcinoma

GENCODE
1934 lncRNAs with relevant expression in renal cell carcinoma

RNA-sequencing

475

C1

C2

C3

C4

PBRM1 mutations,

9p deletion, BAP 1 mutations

PBRM1 mutations

Misclassified

Overall survival (median)

Good (7,64 years)

Poor (3,33 years)

Good (not reached)

Good (not reached)

Endometrioid endometrial carcinoma

GENCODE
1931 lncRNAs with relevant expression in endometrioid endometrial carcinoma

RNA-sequencing

191

Basal-like

Luminal-like

CTNNB1-enriched

MSI, POLE, p53 mutations,
chromatin remodeling genes (EZH2, MLL) mutations

ESR1, ERBB2 expression

CTNNB1 mutations, PTEN loss

No distinct prognostic groups

GEO: Gene Expression Omnibus. DFS: disease free survival. EMT: epithelial mesenchymal trnasition. MSI: microsatellite instability, POLE: polymerase epsilon, N/A: not available

Flippot R, Malouf GG, Su X, Mouawad R, Spano JP, Khayat D. (2016) Cancer subtypes classification using long non-coding RNA. Oncotarget [Epub ahead of print] [article]

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