• Home
  • Search
  • Robust estimation of cancer and immune cell-type proportions from bulk tumor ATAC-Seq data
  • Cite Icon3
  • https://doi.org/10.7554/elife.94833.4Copy DOI Icon

Robust estimation of cancer and immune cell-type proportions from bulk tumor ATAC-Seq data

  • Oct 9, 2024
  • eLife
  • Aurélie Anne-Gaëlle Gabriel +4 more
Show More
  • Abstract
  • Highlights & Summary
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Assay for Transposase-Accessible Chromatin sequencing (ATAC-Seq) is a widely used technique to explore gene regulatory mechanisms. For most ATAC-Seq data from healthy and diseased tissues such as tumors, chromatin accessibility measurement represents a mixed signal from multiple cell types. In this work, we derive reliable chromatin accessibility marker peaks and reference profiles for most non-malignant cell types frequently observed in the microenvironment of human tumors. We then integrate these data into the EPIC deconvolution framework (Racle et al., 2017) to quantify cell-type heterogeneity in bulk ATAC-Seq data. Our EPIC-ATAC tool accurately predicts non-malignant and malignant cell fractions in tumor samples. When applied to a human breast cancer cohort, EPIC-ATAC accurately infers the immune contexture of the main breast cancer subtypes.

Similar Papers
  • Research Article
  • Citations6

Epigenetic Reprogramming Leads to Downregulation of CD4 and Functional Changes in African Green Monkey Memory CD4+ T Cells.

  • Jul 15, 2022
  • The Journal of Immunology
  • Andrew R Rahmberg +4
  • Research Article
  • Citations54

Epigenetic Regulation of Profibrotic Macrophages in Systemic Sclerosis-Associated Interstitial Lung Disease.

  • Oct 31, 2022
  • Arthritis & Rheumatology
  • Anna Papazoglou +9
  • Research Article
  • Citations10

Cytotoxicity-Related Gene Expression and Chromatin Accessibility Define a Subset of CD4+ T Cells That Mark Progression to Type 1 Diabetes.

  • Jan 18, 2022
  • Diabetes
  • Naiara G Bediaga +11
  • Research Article
  • Citations30

Single Cell Multiomics Identifies Cells and Genetic Networks Underlying Alveolar Capillary Dysplasia.

  • Sep 15, 2023
  • American journal of respiratory and critical care medicine
  • Minzhe Guo +19
  • Research Article
  • Citations61

Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits.

  • Nov 23, 2021
  • Genome research
  • Peter Orchard +11
  • Research Article

Identification of HER2+ malignant cells in gastric tumors from single-cell RNAseq data.

  • Feb 01, 2023
  • Journal of Clinical Oncology
  • Zhiming Zhang +1
  • Research Article

Abstract 3830: Chemical, molecular, and single cell analysis reveal chondroitin sulfate proteoglycan aberrancy in fibrolamellar carcinoma

  • Jun 15, 2022
  • Cancer Research
  • Adam Francisco +9
  • Abstract

495. USING SPATIALLY RESOLVED SINGLE-NUCLEUS MULTI-OMICS APPROACH TO UNDERSTAND HOW ADVERSITY CONTRIBUTES TO PSYCHIATRIC DISORDERS

  • Aug 18, 2025
  • International Journal of Neuropsychopharmacology
  • T Ahsan +10
  • Research Article

215 A comparative analysis of single-cell open chromatins in the embryonic brain between chicken and turkey.

  • Oct 04, 2025
  • Journal of Animal Science
  • Susanta K Behura
  • Research Article

Abstract PD4-08: PD4-08 A Novel Single Cell Model of Tamoxifen Response in Primary Human Breast Tumors

  • Mar 01, 2023
  • Cancer Research
  • Hyunsoo Kim +7
  • Research Article

ScDIFF: automatic cell type annotation using scATAC-seq data by incorporating bulk-level genomic and epigenomic information in a deep diffusive transformer

  • Nov 01, 2025
  • Briefings in Bioinformatics
  • Hao-Yu Wang +2
  • Preprint Article

Data from Chemical, Molecular, and Single-nucleus Analysis Reveal Chondroitin Sulfate Proteoglycan Aberrancy in Fibrolamellar Carcinoma

  • Apr 04, 2023
  • Adam B Francisco +11
  • Abstract

902 Comprehensive multi-omics meta-analysis of pancreatic cancer mouse models and human PDAC data sets identifies unique cancer-associated fibroblast subsets

  • Nov 01, 2021
  • Journal for ImmunoTherapy of Cancer
  • Candace Wai Sze Lei +21
  • Dissertation

Novel insight into the regulation of steroid hormone receptor signaling by protein arginine methyltransferase 6 and regulation of TRIM22 expression in breast cancer

  • Jan 01, 2012
  • Yang Sun
  • Research Article
  • Citations174

Developmental trajectory of prehematopoietic stem cell formation from endothelium

  • Aug 13, 2020
  • Blood
  • Qin Zhu +12
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.