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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>CEUR Workshop Proceedings</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.18287/1613-0073-2016-1638-636-641</article-id>
      <title-group>
        <article-title>ANDRONOV-HOPF'S BIFURCATION IN A DYNAMIC MODEL OF CELL POPULATION</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Ju.G. Nekhozhina</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>V.A. Sobolev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Samara National Research University</institution>
          ,
          <addr-line>Samara</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2016</year>
      </pub-date>
      <volume>1638</volume>
      <fpage>636</fpage>
      <lpage>641</lpage>
      <abstract>
        <p>The mathematical model of the differential cascade with a symmetrical division of stem cells is considered in the paper. The using of the RouthHurwitz's criterion and the Andronov-Hopf theorem [1] allows to find the conditions of bifurcation cycle in the model under consideration, and the phenomenon of "soft loss of stability" was stated.</p>
      </abstract>
      <kwd-group>
        <kwd>bifurcation of the cycle</kwd>
        <kwd>stability</kwd>
        <kwd>dynamic model</kwd>
        <kwd>cell population</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>Symmetric division of stem cells is a key way to increase the number of cells in
development and regeneration of tissue after injury. However, this can lead to
uncontrolled growth of malignant tumors. The modeling of the emergence and growth of
malignant tumors is certainly one of the main directions of mathematical modeling in
biology.</p>
      <p>In order to examine the role of symmetric cell division a mathematical model of cell
population was considered. The paper examines various dimensions of the system that
describes this model. The aim of this work is to find the minimum value of the
number of equations in the system at which stability is lost. Analytically the conducted
analysis has allowed to establish the loss of stability, when it is a low-dimensional
problem, and to confirm this fact by numerical experiments.</p>
    </sec>
    <sec id="sec-2">
      <title>Model description</title>
      <p>Dynamic model of cell population can be represented by the following system of
ordinary differential equations [2]:</p>
      <p>In this system: x0 represents the number of stem cells, xi, with i = 1,…, n-1, the
number of cells in the i compartment at the metastable state, and xn is the number of
mature cells, xn+1 represents the amount of a cytokine which regulates the size of the
stem cells compartment through a negative-feedback, p represents growth rate of stem
cells, di, with i = 1,…, n, is the number of divided cells per day, λi, with i = 1,…,n,
represents the speed of death of the relevant cells, s is a positive parameter.
The problem consists in finding the minimum value of n at which the system`s
stability is lost. When n=0 the steady state with positive coordinates is asymptotically
stable. So, let start with n=1.</p>
      <p>The study of the stability of the system when n=1
In this case, the system has three equations. This system looks as follows:
x0  px0  d 0 x0  0 x0 x2 ,
x1  2d x 1 1</p>
      <p>0 0   x ,

x2  sx1   2 x2  0 x0 x2 .
 px0  d x 0 0 2  0,</p>
      <p>0 0   x x
</p>
      <p>0 0  1x1  0,
2d x

sx1   x 0 0 2  0.</p>
      <p>
        2 2   x x
(
        <xref ref-type="bibr" rid="ref1">1</xref>
        )
(
        <xref ref-type="bibr" rid="ref2">2</xref>
        )
Investigate the stability of this system. First, we find the steady state of the system
from equations:
There are two equilibrium positions, one of which is the trivial equilibrium that is
unstable. Therefore, let consider a non-zero equilibrium position. It looks like this:
1 2 p  d 0 

 ;
  0 (2d 0 s  1 ( p  d 0 ))  0 (2d 0 s  1 ( p  d 0 ))
2d 0 2 p  d 0 
;
p  d 
 0 0 .
      </p>
      <p>
        To examine the stability of the steady state consider the matrix of the linearization of
(
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) at the steady state. It has the form:
Compose the characteristic equation of this matrix. For this let calculate the
determinant and equate it to zero:
 
2d0
 p  d0
0
s
 1  
 3   2      0,
Or
Where
 
 
 
2d 0 s 2  2d 0 s1  12 ( p  d 0 ) ,
      </p>
      <p>2d 0 s  1( p  d 0 )
2d 0 s1 2  1 2 ( p  d 0 ) 2 ,</p>
      <p>2d 0 s  1 ( p  d 0 )
2d 0 s1 2 ( p  d 0 )  12 2 ( p  d 0 ) 2
2d 0 s  1 ( p  d 0 )
.</p>
      <p>12 p  d0 
2d0s  1( p  d0 )
</p>
      <p>
        0
2d0s2
(
        <xref ref-type="bibr" rid="ref4">4</xref>
        )
The Hurwitz’s matrix for the characteristic equation is
 1 0 
 
 0 0  .
      </p>
      <p>
        According to the criterion of Routh-Hurwitz, the characteristic polynomial has roots
with negative real part, and hence steady state of system (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) is stable, if
∆1 = α &gt; 0, ∆2 = αβ – γ &gt; 0, ∆3 = γ∆2 &gt; 0.
However, the characteristic equation has purely imaginary roots when 
2
Indeed, if λ1,2 = ± iω are the roots of equation (
        <xref ref-type="bibr" rid="ref4">4</xref>
        ), then, substituting in (
        <xref ref-type="bibr" rid="ref4">4</xref>
        ), we get:
 0.
1 : i 3  2  i    0,
 2 : i 3   2  i    0.
      </p>
      <p>Adding these two equations, we get    2 .</p>
      <p>Subtract the second equation from the first. Then    2 , and, therefore,    .
On the other hand, 
    . So, </p>
      <p>2 2
Consider the case, when the second order minor of the Hurwitz’s matrix is equal to
zero, and find such values of the parameter s, under which it is made.
2  2d0s2  2d0s1  12 ( p  d0 )  2d0s12  12 ( p  d0 )2 
2d0s  1( p  d0 )
( 2  1)( p  d0 ) 2  12 ( p  d0 ) .</p>
      <p>
        2d0 (1   2  ( p  d0 ))
Hence, at this value of the parameter s the characteristic equation (
        <xref ref-type="bibr" rid="ref4">4</xref>
        ) has purely
imaginary roots. It is easy to verify that it will satisfy to all conditions of the
AndronovHopf bifurcation theorem. This means that for s &gt; s0 there are stable solutions, at s =
s0 the equilibrium position is the center, and if s &lt; s0 there are an unstable solution and
a stable limit cycle.
      </p>
    </sec>
    <sec id="sec-3">
      <title>Example</title>
      <p>Let p  0.6, d 0  0.4,  0 </p>
      <p>4000
The corresponding steady state is
 24 640 
 ; ;800 .
 0.8s  0.006 0.8s  0.006 
And the critical value s  s0  0.0587.</p>
      <p>1</p>
      <p>, 1  0.03,  2  1.
 3  1.17647  2  0.0051  0.006  0;
1  1.17647 ,  2,3  0.07141i.</p>
      <p>A non-trivial equilibrium has the form:
(585.88235; 15623.52941; 800).</p>
      <p>The trajectory is presented in the following figure:</p>
      <p>Now consider the case when s  s0 , s  0.05.</p>
      <p>The steady state has the form:
(705.88235; 18823.529; 800).</p>
      <p>The trajectory is presented in the following figure:</p>
      <p>In this case the steady state is unstable. Now consider the case when s  s0 , s  0.1.
The steady state has the form:
(324.32432; 8648.64865; 800).</p>
      <p>The trajectory is presented in the following figure:</p>
      <p>In this case the steady state is asymptotically stable.</p>
    </sec>
    <sec id="sec-4">
      <title>Conclusion</title>
      <p>It is shown in the paper that for n=1 the Andronov-Hopf bifurcation takes place in the
dynamical model under consideration. The phenomenon of "soft loss of stability" was
stated in this model, see also [3-5].</p>
    </sec>
    <sec id="sec-5">
      <title>Acknowledgements</title>
      <p>This work is supported in part by the Russian Foundation for Basic Research (grant
14-01-97018-p) and the Ministry of Education and Science of the Russian Federation
under the Competitiveness Enhancement Program of Samara University (2013–2020)</p>
    </sec>
  </body>
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