Accurate tumor clonal structures require single-cell analysis.

Ann N Y Acad Sci

Key Laboratory of Systems Biomedicine (Ministry of Education), Shanghai Center for Systems Biomedicine, Shanghai Jiao Tong University, Shanghai, China.

Published: November 2022


Category Ranking

98%

Total Visits

921

Avg Visit Duration

2 minutes

Citations

20

Article Abstract

Tumor clonal structure is closely related to future progression, which has been mainly investigated as mutation abundance clustering in bulk samples. With relatively limited studies at single-cell resolution, a systematic comparison of the two approaches is still lacking. Here, using bulk and single-cell mutational data from the liver and colorectal cancers, we checked whether co-mutations determined by single-cell analysis had corresponding bulk variant allele frequency (VAF) peaks. While bulk analysis suggested the absence of subclonal peaks and, possibly, neutral evolution in some cases, the single-cell analysis identified coexisting subclones. The overlaps of bulk VAF ranges for co-mutations from different subclones made it difficult to separate them. Complex subclonal structures and dynamic evolution could be hidden under the seemingly clonal neutral pattern at the bulk level, suggesting single-cell analysis is necessary to avoid underestimation of tumor heterogeneity.

Download full-text PDF

Source
http://dx.doi.org/10.1111/nyas.14897DOI Listing

Publication Analysis

Top Keywords

single-cell analysis
16
tumor clonal
8
single-cell
6
bulk
6
analysis
5
accurate tumor
4
clonal structures
4
structures require
4
require single-cell
4
analysis tumor
4

Similar Publications

Background: Most RNA-seq datasets harbor genes with extreme expression levels in some samples. Such extreme outliers are usually treated as technical errors and are removed from the data before further statistical analysis. Here we focus on the patterns of such outlier gene expression to investigate whether they provide insights into the underlying biology.

View Article and Find Full Text PDF

Lung adenocarcinoma (LUAD) associated with usual interstitial pneumonia (UIP) harbours distinct features compared to lung adenocarcinoma without UIP. Therefore, we aimed to characterise the tumour microenvironment of LUAD with UIP by focusing on cancer-associated fibroblasts (CAFs) and stromal composition. Immunohistochemistry was performed on 32 LUAD samples (16 each with and without UIP) to evaluate CAF marker expression and lymphocyte infiltration.

View Article and Find Full Text PDF

Structural biology is fundamental to understanding the molecular basis of biological processes. While machine learning-based protein structure prediction has advanced considerably, experimentally determined structures remain indispensable for guiding structure-function analyses and for improving predictive modeling. However, experimental studies of protein complexes continue to pose challenges, particularly due to the necessity of high protein concentrations and purity for downstream analyses such as cryogenic electron microscopy.

View Article and Find Full Text PDF

Breast cancer is a highly heterogeneous disease with diverse outcomes, and intra-tumoral heterogeneity plays a significant role in both diagnosis and treatment. Despite its importance, the spatial distribution of intra-tumoral heterogeneity is not fully elucidated. Spatial transcriptomics has emerged as a promising tool to study the molecular mechanisms behind many diseases.

View Article and Find Full Text PDF

Risk factors associated with the need for colonoscopic hemostasis for acute lower gastrointestinal bleeding.

J Formos Med Assoc

September 2025

Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan; Health Management Center, National Taiwan University Hospital, Taipei, Taiwan; Endoscopic Division, Department of Integrated Diagnostic & Therapeutics, National Taiwan University Hospital, Taipei, Taiwan.

Background And Purpose: Colonoscopy is an essential diagnostic and therapeutic tool for lower gastrointestinal bleeding (LGIB), with colonoscopic hemostasis needed in a subset of patients. We aim to identify risk factors associated with colonoscopic hemostasis requirement in acute LGIB patients.

Methods: This retrospective study examined consecutive patients who underwent colonoscopy for acute LGIB at a single tertiary hospital between November 2020 and May 2023.

View Article and Find Full Text PDF