Effect of Dedifferentiation on Time to Mutation Acquisition in Stem Cell-Driven Cancers
Citation: Jilkine A, Gutenkunst RN (
Effect of Dedifferentiation on Time to Mutation Acquisition in Stem Cell-Driven Cancers
Alexandra Jilkine 0
Ryan N. Gutenkunst 0
Edwin Wang, National Research Council of Canada, Canada
0 1 Department of Molecular and Cellular Biology, University of Arizona, Tucson, Arizona, United States of America, 2 Department of Applied and Computational Mathematics and Statistics, University of Notre Dame , Notre Dame, Indiana , United States of America
Accumulating evidence suggests that many tumors have a hierarchical organization, with the bulk of the tumor composed of relatively differentiated short-lived progenitor cells that are maintained by a small population of undifferentiated longlived cancer stem cells. It is unclear, however, whether cancer stem cells originate from normal stem cells or from dedifferentiated progenitor cells. To address this, we mathematically modeled the effect of dedifferentiation on carcinogenesis. We considered a hybrid stochastic-deterministic model of mutation accumulation in both stem cells and progenitors, including dedifferentiation of progenitor cells to a stem cell-like state. We performed exact computer simulations of the emergence of tumor subpopulations with two mutations, and we derived semi-analytical estimates for the waiting time distribution to fixation. Our results suggest that dedifferentiation may play an important role in carcinogenesis, depending on how stem cell homeostasis is maintained. If the stem cell population size is held strictly constant (due to all divisions being asymmetric), we found that dedifferentiation acts like a positive selective force in the stem cell population and thus speeds carcinogenesis. If the stem cell population size is allowed to vary stochastically with density-dependent reproduction rates (allowing both symmetric and asymmetric divisions), we found that dedifferentiation beyond a critical threshold leads to exponential growth of the stem cell population. Thus, dedifferentiation may play a crucial role, the common modeling assumption of constant stem cell population size may not be adequate, and further progress in understanding carcinogenesis demands a more detailed mechanistic understanding of stem cell homeostasis.
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Funding: This work was funded by NSF Grant DEB-1146074 and University of Arizona startup funds. The funders had no role in study design, data collection and
analysis, decision to publish, or preparation of the manuscript.
Competing Interests: The authors have declared that no competing interests exist.
Most tissues consist of three classes of cells: stem cells,
transitamplifying progenitor cells, and differentiated cells. Multicellular
organisms require a tight control of cell division to ensure a proper
balance between these different cell populations. The cancer stem
cell (CSC) hypothesis states that tumors are also hierarchically
organized, with a small sub-population of cancer cells driving
cancer growth [1]. Individual cell tracing studies of tumor
development strongly support the cancer stem cell hypothesis in
many (but not all) types of cancer [2,3], and identifying these cells
in tissues is an ongoing goal in cancer research. Lineage studies
find that malignant tumors contain more cancer stem cells
compared to benign tumors and that cancers gradually lose their
tissue-like hierarchical organization as they evolve from benign to
malignant [2].
Cells escape proliferation control after acquiring a series of
mutations in a multi-step process [4]. While some cancers may
require only a few mutations [5], the number of required (driver)
mutations in solid cancers is larger, with up to twenty driver
mutations being required [6]. In order to accumulate this critical
number of mutations during a lifetime, cells either have to be
longlived or the mutation rate has to be large [7]. Stem cells have been
proposed to be likely candidates for the initial cell of mutation due
to their long lifetime and sustained self-renewal capacity [1]. In
addition to their long life span, stem cells are able to generate full
lineages of differentiated cells, thereby perpetuating mutations
through clonal expansion. Given known division and mutation
rates, theoretical studies have argued that the necessary number of
mutations for carcinogenesis cannot be obtained in the stem cell
population on a reasonable time scale without assuming either
significant selective advantage or elevated mutation rates [4,7].
However, there is conflicting evidence as to how early in tumor
development cancers acquire an elevated mutation rate [8,9] and
several cancer genome sequencing studies have estimated
mutation rates during cancer initiation to be normal for some types of
cancer [1012].
Although a stem cell may sustain the first oncogenic hit,
subsequent alterations required for development of CSCs can
occur in descendent progenitor cells [13]. Dysregulation of
pathways involved in stem cell self-renewal may lead to progenitor
cells acquiring a stem cell-like phenotype. It remains an open
question whether cancer stem cells originate from stem cells that
escape homeostasis or from dedifferentiated progenitor cells that
acquire infinite proliferating potential [14]. There is significant
evidence that dedifferentiation can play a role in establishment of
certain cancers [1517]. For example, cell sorting has
demonstrated that stem-like cells can arise de novo from non-stem-like
cancer cells in in vitro breast cancer cell lines [18,19]. In the
hematopoietic system, it has been shown that leukemic stem cells
Recent evidence suggests that, like many normal tissues,
many cancers are maintained by a small population of
immortal stem cells that divide indefinitely to produce
many differentiated cells. Cancer stem cells may come
directly from mutation of normal stem cells, but this route
demands high mutation rates, because there are few
normal stem cells. There are, however, many differentiated
cells, and mutations can cause such cells to
dedifferentiate into a stem-like state. We used mathematical
modeling to study the effects of dedifferentiation on the
time to cancer onset. We found that the effect of
dedifferentiation depends critically on how stem cell
numbers are controlled by the body. If homeostasis is
very tight (due to all divisions being asymmetric), then
dedifferentiation has little effect, but if homeostatic
control is looser (allowing both symmetric and asymmetric
divisions), then dedifferentiation can dramatically hasten
cancer onset and lead to exponential growth of the cancer
stem cell population. Our results suggest that
dedifferentiation may be a very important factor in cancer and that
more study of dedifferentiation and stem cell control is
necessary to understand and prevent cancer onset.
can be generated from committed progenitor cells that acquire
stem cell-like behavior [20]. It has been suggested that acute
myeloid leukemia (AML) is a progenitor disease, where (...truncated)