Development of a long non-coding RNA signature for prediction of response to neoadjuvant chemoradiotherapy in locally advanced rectal adenocarcinoma.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2020
Historique:
received: 18 06 2019
accepted: 29 11 2019
entrez: 6 2 2020
pubmed: 6 2 2020
medline: 23 4 2020
Statut: epublish

Résumé

Standard treatment for locally advanced rectal adenocarcinoma (LARC) includes a combination of chemotherapy with pyrimidine analogues, such as capecitabine, and radiation therapy, followed by surgery. Currently no clinically useful genomic predictors of benefit from neoadjuvant chemoradiotherapy (nCRT) exist for LARC. In this study we assessed the expression of 8,127 long noncoding RNAs (lncRNAs), poorly studied in LARC, to infer their ability in classifying patients' pathological complete response (pCR). We collected and analyzed, using lncRNA-specific Agilent microarrays a consecutive series of 61 LARC cases undergoing nCRT. Potential lncRNA predictors in responders and non-responders to nCRT were identified with LASSO regression, and a model was optimized using k-fold cross-validation after selection of the three most informative lncRNA. 11 lncRNAs were differentially expressed with false discovery rate < 0.01 between responders and non-responders to NACT. We identified lnc-KLF7-1, lnc-MAB21L2-1, and LINC00324 as the most promising variable subset for classification building. Overall sensitivity and specificity were 0.91 and 0.94 respectively, with an AUC of our ROC curve = 0.93. Our study shows for the first time that lncRNAs can accurately predict response in LARC undergoing nCRT. Our three-lncRNA based signature must be independently validated and further analyses must be conducted to fully understand the biological role of the identified signature, but our results suggest lncRNAs may be an ideal biomarker for response prediction in the studied setting.

Identifiants

pubmed: 32023246
doi: 10.1371/journal.pone.0226595
pii: PONE-D-19-17273
pmc: PMC7001901
doi:

Substances chimiques

RNA, Long Noncoding 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0226595

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

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Auteurs

Lorenzo Ferrando (L)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.

Gabriella Cirmena (G)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.

Anna Garuti (A)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.

Stefano Scabini (S)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Federica Grillo (F)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.
Department of Integrated Surgical and Diagnostic Sciences, Università degli Studi di Genova, Genova, Italy.

Luca Mastracci (L)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.
Department of Integrated Surgical and Diagnostic Sciences, Università degli Studi di Genova, Genova, Italy.

Edoardo Isnaldi (E)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.

Ciro Marrone (C)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Roberta Gonella (R)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.
IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Roberto Murialdo (R)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Roberto Fiocca (R)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.
Department of Integrated Surgical and Diagnostic Sciences, Università degli Studi di Genova, Genova, Italy.

Emanuele Romairone (E)

IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Alberto Ballestrero (A)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.
IRCSS Ospedale Policlinico San Martino, Genova, Italy.

Gabriele Zoppoli (G)

Department of Internal Medicine, Università degli Studi di Genova, Genova, Italy.
IRCSS Ospedale Policlinico San Martino, Genova, Italy.

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