Chromatin biomarkers reveal the fingerprints of cancer-associated secretomes isolated by a micropillar-guided platform

Z Zeynep Karavelioglu L Leonard Piroska C Celestino Padeste G G. V. Shivashankar (Department of Health Sciences and Technology, ETH Zürich)

Abstract

Abstract Current liquid-biopsy technologies predominantly rely on genomic and proteomic analyses to detect tumor-derived signals in blood. However, the extremely low abundance of tumor secretome components remains a major limitation for reliable detection. Here, we introduce an AI-driven imaging framework that leverages chromatin-based cellular fingerprints as functional biosensors to detect cancer-associated blood-derived secretome signals. As a proof of concept, we demonstrate that human stromal fibroblasts exhibit a higher signal-to-noise ratio for detecting prostate cancer-derived secretomes isolated from whole blood compared with immune cells. Notably, aged fibroblasts display enhanced sensitivity relative to their young counterparts and T cells. To achieve a fully integrated sample-to-sensing workflow, we combined this imaging approach with a micropillar-guided secretome/plasma isolation platform coupled to an on-chip cell-culture chamber, enabling rapid exposure of sensor cells to tumor-derived secretome factors. Together, our results establish a proof-of-concept exploratory study demonstrating the feasibility of chromatin-based functional biosensing of cancer-associated blood-derived secretome signals.

Article Details

Volume / Issue Vol. 1, Issue 1
Published June 29, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (4)

Z

Zeynep Karavelioglu

L

Leonard Piroska

C

Celestino Padeste

G

G. V. Shivashankar

Department of Health Sciences and Technology, ETH Zürich