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Circulating chromatin reveals the effects of disease-associated variants on gene regulation
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Circulating chromatin reveals the effects of disease-associated variants on gene regulation

Ziwei Zhang, Surya B. Chhetri, Karl Semaan +6 more
November 2025
 ·
bioRxiv
 ·
DOI 
10.1101/2025.11.12.688010
94
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Reproducible
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Why this is interesting

By discovering chromatin QTLs directly from blood plasma, this work demolishes the tissue-access barrier that has long constrained regulatory genomics, enabling scalable, noninvasive mapping of genetic effects across diverse tissues and reactivated developmental programs.

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Summary

Circulating chromatin from cancer patients enables scalable discovery of chromatin quantitative trait loci (cfcQTLs) that capture genetic effects on regulatory elements across diverse non-hematologic tissues and developmental stages, revealing context-dependent gene regulation that associates with disease risk for over 1,000 human traits with substantially higher efficiency than blood cell-based approaches, particularly for developmentally restricted regulatory elements that show 39-fold more trait associations per variant.

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Main Claim 1 –

Circulating Cancer Chromatin Captures Regulatory Activity Across Diverse Tissues

Main Claim 2 –

Circulating Chromatin Enables Discovery of Genetic Effects on Regulatory Elements

Supporting evidence

  • Cell-Free cQTLs Reveal Context-Dependent Genetic Regulation Beyond Blood Cells
  • Cell-Free CWAS Identifies Novel Regulatory Loci for Cancer Risk
  • Cell-Free cQTLs Capture Developmental Regulatory Variant Effects Linked to Disease
  • cfChIP-seq Detects Activating Effects of TERT Promoter Mutations

Abstract

A fundamental challenge in human genetics is determining how variation in regulatory DNA shapes complex traits and disease risk. Chromatin quantitative trait loci (cQTLs) can address this challenge by revealing the effects of disease-linked genetic variants on regulatory element activity. Discovering cQTLs in disease-relevant tissues at scale remains challenging, however. To address this limitation, we leveraged advances in epigenomic liquid biopsy. We profiled histone modifications in circulating chromatin from patients with cancer to identify cell-free chromatin QTLs (cfcQTLs). By sampling cancer-derived chromatin in plasma, we captured cfcQTLs affecting regulatory elements from diverse non-hematologic tissues, as well as developmentally restricted elements that are reactivated in cancer (enriched 16-fold). Applying a cistrome-wide association study (CWAS), we linked 4,891 cfcQTLs to 1,011 traits and diseases. Developmentally restricted cfcQTLs that were not found in white blood cells were associated with 22.7 traits per 100 QTLs, compared to 0.58 for WBC-restricted cQTLs, underscoring the power of cfcQTLs for capturing genetic variation that shapes phenotypes. We extended our approach beyond germline variants to non-coding somatic mutations in cancer by measuring the activating effects of TERT promoter mutations from circulating chromatin. This work provides a path to scalable discovery of cQTLs across tissues, diseases, and populations to dissect the genetics of common diseases, enabled by the ease of sampling blood.

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