SEPTEMBER 11, 2013
(510) 486-5375 lcyarris@lbl.gov
11
Science Short

Jonathan Tang (left) and Sylvain Costes developed an agent-based model that is the first multi-scale model of the development of a mammary gland from the onset of puberty all the way to adulthood. (Photo by Roy Kaltschmidt)
“Our results are in agreement with epidemiology studies showing that radiation-induced human breast cancers are more likely to be ER negative than are spontaneous breast cancers,” says Sylvain Costes, a biophysicist with Berkeley Lab’s Life Sciences Division. “This is important because ER negative breast cancers are less differentiated, more aggressive, and often have a poor prognosis compared to the other breast cancer subtypes.”
Costes and Jonathan Tang, also with Berkeley Lab’s Life Sciences Division, were part of a collaboration led by Mary Helen Barcellos-Hoff, formerly with Berkeley Lab and now at the New York University School of Medicine, that investigated the so-called “window of susceptibility” known to exist between radiation treatments at puberty and breast cancer risk in later adulthood. The key to their success were two mammary lineage agent-based models (ABMs) they developed in which a system is modeled as a collection of autonomous decision-making entities called agents. One ABM simulated the effects of radiation on the mammary gland during either the developmental stages or during adulthood. The other simulated the growth dynamics of human mammary epithelial cells in culture after irradiation.

This mammary gland agent-based model depicts the network structure at week three formed by cell agents that come together to form duct agents. In turn, duct agents organize into a network similar to the branched structure of the mammary gland.
Epidemiological studies have shown that girls under 20 given radiotherapy treatment for disorders such as Hodgkin’s lymphoma run about the same risk of developing breast cancer in their 40s as women who were born with a BRCA gene mutation. From their study, Costes, Tang and their collaboration partners concluded that self-renewal of stem cells was the most likely responsible mechanism.
“Stem cell self-renewal was the only mechanism in the mammary gland model that led to predictions that were consistent with data from both our in vivo mouse work and our in vitro experiments with MCF10A, a human mammary epithelial cell line,” Tang says. “Additionally, our model predicts that this mechanism would only generate more stem cells during puberty while the gland is developing and considerable cell proliferation is taking place.”
Costes and Tang are now looking for genetic or phenotypic biomarkers that would identify young girls who are at the greatest breast cancer risk from radiation therapy. The results of their study with Barcellos-Hoff and her research group show that the links between ionizing radiation and breast cancer extend beyond DNA damage and mutations.
“Essentially, exposure of the breast to ionizing radiation generates an overall biochemical signal that tells the system something bad happened,” Costes says. “If exposure takes place during puberty, this signal triggers a regenerative response leading to a larger pool of stem cells, thereby increasing the chance of developing aggressive ER negative breast cancers later in life.”
Additional Information
The results of this collaborative study have been published in the journal Stem Cells under the title “Irradiation of juvenile, but not adult, mammary gland increases stem cell self-renewal and estrogen receptor negative tumors.” Tang is the lead author, Barcellos-Hoff is the corresponding author. Other authors in addition to Costes are Ignacio Fernandez-Garcia, Sangeetha Vijayakumar, Haydeliz Martinez-Ruiz, Irineu Illa-Bochaca, David Nguyen and Jian-Hua Mao.
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