miRNA-Seq Tissue Diagnostic Signature: A Novel Model for NSCLC Subtyping.


Journal

International journal of molecular sciences
ISSN: 1422-0067
Titre abrégé: Int J Mol Sci
Pays: Switzerland
ID NLM: 101092791

Informations de publication

Date de publication:
28 Aug 2023
Historique:
received: 07 08 2023
revised: 25 08 2023
accepted: 25 08 2023
medline: 11 9 2023
pubmed: 9 9 2023
entrez: 9 9 2023
Statut: epublish

Résumé

Non-small cell lung cancer (NSCLC) encompasses distinct histopathological subtypes, namely adenocarcinoma (AC) and squamous cell lung carcinoma (SCC), which require precise differentiation for effective treatment strategies. In this study, we present a novel molecular diagnostic model that integrates tissue-specific expression profiles of microRNAs (miRNAs) obtained through next-generation sequencing (NGS) to discriminate between AC and SCC subtypes of NSCLC. This approach offers a more comprehensive and precise molecular characterization compared to conventional methods such as histopathology or immunohistochemistry. Firstly, we identified 31 miRNAs with significant differential expression between AC and SCC cases. Subsequently, we constructed a 17-miRNA signature through rigorous multistep analyses, including LASSO/elastic net regression. The signature includes both upregulated miRNAs (hsa-miR-326, hsa-miR-450a-5p, hsa-miR-1287-5p, hsa-miR-556-5p, hsa-miR-542-3p, hsa-miR-30b-5p, hsa-miR-4728-3p, hsa-miR-450a-1-3p, hsa-miR-375, hsa-miR-147b, hsa-miR-7705, and hsa-miR-653-3p) and downregulated miRNAs (hsa-miR-944, hsa-miR-205-5p, hsa-miR-205-3p, hsa-miR-149-5p, and hsa-miR-6510-3p). To assess the discriminative capability of the 17-miRNA signature, we performed receiver operating characteristic (ROC) curve analysis, which demonstrated an impressive area under the curve (AUC) value of 0.994. Our findings highlight the exceptional diagnostic performance of the miRNA signature as a stratifying biomarker for distinguishing between AC and SCC subtypes in lung cancer. The developed molecular diagnostic model holds promise for providing a more accurate and comprehensive molecular characterization of NSCLC, thereby guiding personalized treatment decisions and improving clinical management and prognosis for patients.

Identifiants

pubmed: 37686123
pii: ijms241713318
doi: 10.3390/ijms241713318
pmc: PMC10488146
pii:
doi:

Substances chimiques

MicroRNAs 0
MIRN1287 microRNA, human 0
MIRN149 microRNA, human 0
MIRN326 microRNA, human 0
MIRN556 microRNA, human 0
MIRN-944 microRNA, human 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : National Centre for Research and Development
ID : STRATEGMED2/266484/2/NCBR/2015

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Auteurs

Radoslaw Charkiewicz (R)

Center of Experimental Medicine, Medical University of Bialystok, 15-369 Bialystok, Poland.
Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland.

Anetta Sulewska (A)

Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland.

Alicja Charkiewicz (A)

Department of Analysis and Bioanalysis of Medicines, Medical University of Bialystok, 15-089 Bialystok, Poland.

Attila Gyenesei (A)

Szentagothai Research Center, Genomic and Bioinformatic Core Facility, H-7624 Pecs, Hungary.

Bence Galik (B)

Szentagothai Research Center, Genomic and Bioinformatic Core Facility, H-7624 Pecs, Hungary.

Rodryg Ramlau (R)

Department of Oncology, Poznan University of Medical Sciences, 60-569 Poznan, Poland.

Cezary Piwkowski (C)

Department of Thoracic Surgery, Poznan University of Medical Sciences, 60-569 Poznan, Poland.

Rafal Stec (R)

Department of Oncology, Medical University of Warsaw, 02-091 Warsaw, Poland.

Przemyslaw Biecek (P)

Faculty of Mathematics and Information Science, Warsaw University of Technology, 00-662 Warsaw, Poland.

Piotr Karabowicz (P)

Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland.

Anna Michalska-Falkowska (A)

Biobank, Medical University of Bialystok, 15-269 Bialystok, Poland.

Wojciech Miltyk (W)

Department of Analysis and Bioanalysis of Medicines, Medical University of Bialystok, 15-089 Bialystok, Poland.

Jacek Niklinski (J)

Department of Clinical Molecular Biology, Medical University of Bialystok, 15-269 Bialystok, Poland.

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Classifications MeSH