Cargando…

Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers

Colorectal cancer (CRC) is one of the leading causes of cancer-related mortality worldwide. The current TNM (Tumor, Node, and Metastasis) classification approach is suboptimal in determining the prognosis of CRC patients. The prognosis for CRC is affected by a variety of features that are present at...

Descripción completa

Detalles Bibliográficos
Autores principales: Ghatak, Souvik, Mehrabi, Syrina F., Mehdawi, Lubna M., Satapathy, Shakti Ranjan, Sjölander, Anita
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776147/
https://www.ncbi.nlm.nih.gov/pubmed/35054980
http://dx.doi.org/10.3390/ijms23020793
_version_ 1784636760932745216
author Ghatak, Souvik
Mehrabi, Syrina F.
Mehdawi, Lubna M.
Satapathy, Shakti Ranjan
Sjölander, Anita
author_facet Ghatak, Souvik
Mehrabi, Syrina F.
Mehdawi, Lubna M.
Satapathy, Shakti Ranjan
Sjölander, Anita
author_sort Ghatak, Souvik
collection PubMed
description Colorectal cancer (CRC) is one of the leading causes of cancer-related mortality worldwide. The current TNM (Tumor, Node, and Metastasis) classification approach is suboptimal in determining the prognosis of CRC patients. The prognosis for CRC is affected by a variety of features that are present at the initial diagnosis. Herein, we performed a systematic exploration and established a novel five-panel gene signature as a prognostic and early diagnosis biomarker after performing differential gene expression analyses in five independent in silico CRCs cohort and independently validating it in one clinical cohort, using immunohistochemistry. Four genes (BDNF, PTGS2, GSK3B, and CTNNB1) were significantly upregulated and one gene (HPGD) was significantly downregulated in primary tumor tissues compared with adjacent normal tissues throughout all the five in silico datasets. The univariate CoxPH analysis yielded a five-gene signature that accurately predicted overall survival (OS) and recurrence-free survival (RFS) in the in silico training (AUC = 0.73 and 0.69, respectively) and one independent in silico validation cohort (AUC = 0.69 and 0.74, respectively). This five-gene signature demonstrated significant associations with poor OS in independent clinical validation cohorts of colon cancer (CC) patients (AUC = 0.82). Intriguingly, a risk stratification model comprising of the five-gene signature together with TNM stage and gender status achieved an even superior AUC of 0.89 in the clinical cohorts. On the other hand, the circulating mRNA expression of the upregulated four-gene signature achieved a robust AUC = 0.83 with high sensitivity and specificity as a diagnosis marker in plasma from CRC patients. We have identified a novel, five-gene signature as an independent predictor of OS, which in combination with TNM stage and gender offers an easy-to-translate and facile assay for the personalized risk-assessment in CRC patients.
format Online
Article
Text
id pubmed-8776147
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-87761472022-01-21 Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers Ghatak, Souvik Mehrabi, Syrina F. Mehdawi, Lubna M. Satapathy, Shakti Ranjan Sjölander, Anita Int J Mol Sci Article Colorectal cancer (CRC) is one of the leading causes of cancer-related mortality worldwide. The current TNM (Tumor, Node, and Metastasis) classification approach is suboptimal in determining the prognosis of CRC patients. The prognosis for CRC is affected by a variety of features that are present at the initial diagnosis. Herein, we performed a systematic exploration and established a novel five-panel gene signature as a prognostic and early diagnosis biomarker after performing differential gene expression analyses in five independent in silico CRCs cohort and independently validating it in one clinical cohort, using immunohistochemistry. Four genes (BDNF, PTGS2, GSK3B, and CTNNB1) were significantly upregulated and one gene (HPGD) was significantly downregulated in primary tumor tissues compared with adjacent normal tissues throughout all the five in silico datasets. The univariate CoxPH analysis yielded a five-gene signature that accurately predicted overall survival (OS) and recurrence-free survival (RFS) in the in silico training (AUC = 0.73 and 0.69, respectively) and one independent in silico validation cohort (AUC = 0.69 and 0.74, respectively). This five-gene signature demonstrated significant associations with poor OS in independent clinical validation cohorts of colon cancer (CC) patients (AUC = 0.82). Intriguingly, a risk stratification model comprising of the five-gene signature together with TNM stage and gender status achieved an even superior AUC of 0.89 in the clinical cohorts. On the other hand, the circulating mRNA expression of the upregulated four-gene signature achieved a robust AUC = 0.83 with high sensitivity and specificity as a diagnosis marker in plasma from CRC patients. We have identified a novel, five-gene signature as an independent predictor of OS, which in combination with TNM stage and gender offers an easy-to-translate and facile assay for the personalized risk-assessment in CRC patients. MDPI 2022-01-12 /pmc/articles/PMC8776147/ /pubmed/35054980 http://dx.doi.org/10.3390/ijms23020793 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ghatak, Souvik
Mehrabi, Syrina F.
Mehdawi, Lubna M.
Satapathy, Shakti Ranjan
Sjölander, Anita
Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title_full Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title_fullStr Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title_full_unstemmed Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title_short Identification of a Novel Five-Gene Signature as a Prognostic and Diagnostic Biomarker in Colorectal Cancers
title_sort identification of a novel five-gene signature as a prognostic and diagnostic biomarker in colorectal cancers
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8776147/
https://www.ncbi.nlm.nih.gov/pubmed/35054980
http://dx.doi.org/10.3390/ijms23020793
work_keys_str_mv AT ghataksouvik identificationofanovelfivegenesignatureasaprognosticanddiagnosticbiomarkerincolorectalcancers
AT mehrabisyrinaf identificationofanovelfivegenesignatureasaprognosticanddiagnosticbiomarkerincolorectalcancers
AT mehdawilubnam identificationofanovelfivegenesignatureasaprognosticanddiagnosticbiomarkerincolorectalcancers
AT satapathyshaktiranjan identificationofanovelfivegenesignatureasaprognosticanddiagnosticbiomarkerincolorectalcancers
AT sjolanderanita identificationofanovelfivegenesignatureasaprognosticanddiagnosticbiomarkerincolorectalcancers