Improved Delineation of Colorectal Cancer Molecular Subtypes and Functional Profiles with a 62-Gene Panel

Author:

Bhukdee Dhup12ORCID,Nuwongsri Pattarin23ORCID,Israsena Nipan34ORCID,Sriswasdi Sira25ORCID

Affiliation:

1. 1Science Division, Mahidol University International College, Nakhon Pathom, Thailand.

2. 2Center of Excellence in Computational Molecular Biology, Faculty of Medicine, Chulalongkorn University, Pathum Wan, Bangkok, Thailand.

3. 3Center of Excellence in Stem Cell and Cell Therapy, Faculty of Medicine, Chulalongkorn University, Pathum Wan, Bangkok, Thailand.

4. 4Department of Pharmacology, Faculty of Medicine, Chulalongkorn University, Pathum Wan, Bangkok, Thailand.

5. 5Center for Artificial Intelligence in Medicine, Research Affairs, Faculty of Medicine, Chulalongkorn University, Pathum Wan, Bangkok, Thailand.

Abstract

AbstractSince its establishment in 2015, the transcriptomics-based consensus molecular subtype (CMS) classification has unified our understanding of colorectal cancer. Each of the four CMS exhibited distinctive high-level molecular signatures that correlated well with prognosis and treatment response. Nonetheless, many key aspects of colorectal cancer progression and intra-subtype heterogeneity remain unresolved. This is partly because the bulk transcriptomic data used to define CMS contain substantial interference from non-tumor cells. Here, we propose a concise panel of 62 genes that not only accurately recapitulates all key characteristics of the four original CMS but also identifies three additional subpopulations with unique molecular signatures. Validation on independent cohorts confirms that the new CMS4 intra-subtypes coincide with single-cell–derived intrinsic subtypes and that the panel consists of many immune cell-type markers that can capture the status of tumor microenvironment. Furthermore, a 2D embedding of CMS structure based on the proposed gene panel provides a high-resolution view of the functional pathways and cell-type markers that underlie each CMS intra-subtype and the continuous progression from CMS2 to CMS4 subtypes. Our gene panel and 2D visualization refined the delineation of colorectal cancer subtypes and could aid further discovery of molecular mechanisms in colorectal cancer.Implications: Well-selected gene panel and representation can capture both the continuum of cancer cell states and tumor microenvironment status.

Funder

Chulalongkorn University

Publisher

American Association for Cancer Research (AACR)

Subject

Cancer Research,Oncology,Molecular Biology

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3