Cancer inflicts damage to surrounding normal tissues, which can culminate in fatal organ failure. Here, we demonstrate that cell death in organs affected by cancer can be detected by tissue-specific methylation patterns of circulating cell-free DNA (cfDNA). We detected elevated levels of hepatocyte-derived cfDNA in the plasma of patients with liver metastases originating from different primary tumors, compared with cancer patients without liver metastases. In addition, patients with localized pancreatic or colon cancer showed elevated hepatocyte cfDNA, suggesting liver damage inflicted by micrometastatic disease, by primary pancreatic tumor pressing the bile duct, or by a systemic response to the primary tumor. We also identified elevated neuron-, oligodendrocyte-, and astrocyte-derived cfDNA in a subpopulation of patients with brain metastases compared with cancer patients without brain metastasis. Cell type–specific cfDNA methylation markers enable the identification of collateral tissue damage in cancer, revealing the presence of metastases in specific locations and potentially assisting in early cancer detection.
Asael Lubotzky, Hai Zemmour, Daniel Neiman, Marc Gotkine, Netanel Loyfer, Sheina Piyanzin, Bracha-Lea Ochana, Roni Lehmann-Werman, Daniel Cohen, Joshua Moss, Judith Magenheim, Maureen F. Loftus, Lauren Brais, Kimmie Ng, Raul Mostoslavsky, Brian M. Wolpin, Aviad Zick, Myriam Maoz, Albert Grinshpun, Anatoli Kustanovich, Chen Makranz, Jonathan E. Cohen, Tamar Peretz, Ayala Hubert, Mark Temper, Azzam Salah, Shani Avniel-Polak, Simona Grozinsky-Glasberg, Kirsty L. Spalding, Ariel Rokach, Tommy Kaplan, Benjamin Glaser, Ruth Shemer, Yuval Dor
Usage data is cumulative from March 2025 through March 2026.
| Usage | JCI | PMC |
|---|---|---|
| Text version | 1,347 | 199 |
| 145 | 36 | |
| Figure | 213 | 2 |
| Supplemental data | 106 | 15 |
| Citation downloads | 148 | 0 |
| Totals | 1,959 | 252 |
| Total Views | 2,211 | |
Usage information is collected from two different sources: this site (JCI) and Pubmed Central (PMC). JCI information (compiled daily) shows human readership based on methods we employ to screen out robotic usage. PMC information (aggregated monthly) is also similarly screened of robotic usage.
Various methods are used to distinguish robotic usage. For example, Google automatically scans articles to add to its search index and identifies itself as robotic; other services might not clearly identify themselves as robotic, or they are new or unknown as robotic. Because this activity can be misinterpreted as human readership, data may be re-processed periodically to reflect an improved understanding of robotic activity. Because of these factors, readers should consider usage information illustrative but subject to change.