TY - JOUR
T1 - Systems mapping for hematopoietic progenitor cell heterogeneity
AU - Zhou, Linghua
AU - Shen, Yong
AU - Jiang, Libo
AU - Yin, Danni
AU - Guo, Jingxin
AU - Zheng, Hui
AU - Sun, Hao
AU - Wu, Rongling
AU - Guo, Yunqian
N1 - Publisher Copyright:
© 2015 Zhou et al.
PY - 2015/5/13
Y1 - 2015/5/13
N2 - Cells with the same genotype growing under the same conditions can show different phenotypes, which is known as "population heterogeneity". The heterogeneity of hematopoietic progenitor cells has an effect on their differentiation potential and lineage choices. However, the genetic mechanisms governing population heterogeneity remain unclear. Here, we present a statistical model for mapping the quantitative trait locus (QTL) that affects hematopoietic cell heterogeneity. This strategy, termed systems mapping, integrates a system of differential equations into the framework for systems mapping, allowing hypotheses regarding the interplay between genetic actions and cell heterogeneity to be tested. A simulation approach based on cell heterogeneity dynamics has been designed to test the statistical properties of the model. This model not only considers the traditional QTLs, but also indicates the methylated QTLs that can illustrate non-genetic individual differences. It has significant implications for probing the molecular, genetic and epigenetic mechanisms of hematopoietic progenitor cell heterogeneity.
AB - Cells with the same genotype growing under the same conditions can show different phenotypes, which is known as "population heterogeneity". The heterogeneity of hematopoietic progenitor cells has an effect on their differentiation potential and lineage choices. However, the genetic mechanisms governing population heterogeneity remain unclear. Here, we present a statistical model for mapping the quantitative trait locus (QTL) that affects hematopoietic cell heterogeneity. This strategy, termed systems mapping, integrates a system of differential equations into the framework for systems mapping, allowing hypotheses regarding the interplay between genetic actions and cell heterogeneity to be tested. A simulation approach based on cell heterogeneity dynamics has been designed to test the statistical properties of the model. This model not only considers the traditional QTLs, but also indicates the methylated QTLs that can illustrate non-genetic individual differences. It has significant implications for probing the molecular, genetic and epigenetic mechanisms of hematopoietic progenitor cell heterogeneity.
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U2 - 10.1371/journal.pone.0126937
DO - 10.1371/journal.pone.0126937
M3 - Article
C2 - 25970338
AN - SCOPUS:84929378822
SN - 1932-6203
VL - 10
JO - PloS one
JF - PloS one
IS - 5
M1 - e0126937
ER -