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Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03
www.ijera.com 1 | P a g e
Random Lead Time of the acute ghrelin response to a
psychological stress
Geetha.T* and Thangappan.R**.
* Asst.Professor of Mathematics .K. N. Govt. Arts College for Women. Thanjavur. Tamilnadu. South India
**Asst.Professor of Mathematics, R.S.Govt Arts College. Thanjavur.Tamilnadu.South India
Abstract
Ghrelin is a growth hormone and cortisol secretagogue that plays an important role in appetite and weight
regulation. It is not known whether ghrelin is involved in the eating response to stress in humans. In the present
study we examined the effects of psychologically induced stress on plasma ghrelin levels in patients with binge-
eating disorder (BED) and in healthy subjects of normal or increased body mass index (BMI). Volunteers were
subjected to the standardized trier social stress test (TSST). Basal ghrelin levels in patients were at an
intermediate level between thin and healthy obese subjects, but this difference did not attain statistical
significance. There were no differences in ghrelin levels throughout the test among the groups after correction
for BMI, age and gender. A significant difference in the trend time of ghrelin was revealed when the three
groups were analyzed according to their cortisol response to stress. Ghrelin levels increased in cortisol
responders whereas no change or a decrease in ghrelin levels occurred in cortisol non-responders. We also
found Optimal time T*, Minimal Repair δ and Random Lead Time g to minimize the ghrelin level.
I. Introduction
Ghrelin is an orexigenic peptide that was
originally isolated from the stomach and found to be
the endogenous ligand for the growth hormone
secretagogue receptor. Counter-intuitively, though, a
negative correlation was found to exist between
ghrelin levels and body weight, such th at obese
subjects have lower plasma ghrelin concentrations
than normal and low weight individuals. Ghrelin
actions on feeding induction involve the activation
of neuropeptide and agouti-related protein (AGRP)
neurons in the arcuate nucleus of the
hypothalamus[4,6] .Other than the hypothalamus,
GHS-Rs have been detected in areas that are not
classically involved in the control of feeding, such as
the hippocampus and substantia nigra . Furthermore,
projections of ghrelin expressing neurons have been
detected in areas outside the hypothalamus,
including the amygdale and septum . In line with
these complex interactions, ghrelin can induce
feeding in rats, when directly injected to the ventral
tegmental area (VTA), a central part of the
mesolimbic reward pathway . Recent reports
indicate that both ghrelin and leptin are involved in
the modulation of feeding behavior through direct
effects on midbrain dopamine neurons. Ghrelin
directly activates opaminergic neurons in the VTA
and increases synapse formation and dopamine
turnover in the nucleus accumbens Indeed, these
effects of ghrelin are mirror effects of leptin injected
to the same area, which induces inhibition of
dopamine neuron firing and reduces food intake[5,7]
. Activation of the mesolimbic dopaminergic system
is involved in motivated behavior conducted to
obtain rewards like food or addictive drugs. The
rewarding nature of palatable food may be a central
mechanism that ensures the drive for feeding, and
thus, survival and maintenance of the species.The
interconnection between the hypothalamus and areas
of the limbic system suggests the existence of a
neural circuit that facilitates the cross-talk between
emotional states and feeding behavior.
II. Methods
Twenty four subjects were recruited from the
Obesity Clinic and among personnel at the Tel Aviv-
Sourasky Medical Center. Eight subjects were obese
(body mass index—BMI 430 kg/m2, ‗‗obese‘‘
group), eight had normal weight (BMI418 kg/m2
ando25 kg/m2, ‗‗NW‘‘ group) and eight were obese
and suffered from BED (BMI 430 kg/m2, and
diagnosis of BED, ‗‗BED‘‘ group). BED was
diagnosed according to criteria from DSM IV-R.
Subjects diagnosed with anorexia or bulimia
nervosa, and with any psychiatric co-morbidities
were excluded from this study. Subjects
taking medication affecting the central nervous
system such as selective serotonin reuptake
inhibitors, tricyclic antidepressants, antiepileptic or
antipsychotic drugs were not included in the study.
Subjects receiving medication known to interfere
with cortisol measurements such as contraceptive
RESEARCH ARTICLE OPEN ACCESS
Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03
www.ijera.com 2 | P a g e
pills, or estrogen replacement therapy were also
excluded from the study. Ten patients with
hypertension, four with hyperlipidemia, and three
with type II diabetes mellitus, three with
hypothyroidism and one with osteoporosis were well
controlled with appropriate medical treatment. The
study was approved by the Institutional Review
Board and all subjects signed an informed consent
form.
Figure : Ghrelin response during and following the psychological stress test, according to groups and cortisol
response. (A) Ghrelin levels according to groups in cortisol non-responders. (B) Ghrelin levels according to
groups in cortisol responders. p ¼ 0.038 for the interaction between ghrelin and cortisol response. Time 0 in
these graphs represent the mean value of time points _30 and 0. Inset—change in ghrelin according to cortisol
response in the three study groups
Notations
Xj = time between the successive Ghrelin level [ j =
1,2,…….n], r.v.
yj = amount of damage to the Ghrelin level due to
depression[ j = 1,2,…….n], r.v.
f(y) – pdf of time to damage of Ghrelin level
g(x) – pdf of lead time
δ(y) - Repair cost limit function of
Ghrelin level
T*
- optimal time
C1 – cost interms of Ghrelin level
Assumption
This model has random leadtime & minimal repair.
 Two types of failure occur
1. Type-I : with probability q(y) and is corrected with minimal repair
Type-II : with probability p(y) = 1-q(y) and followed by unit replacement.
Mathematical Model
Consider the system with a weibul distribution. The
pdf of the weibul distribution with parameters β
and θ is given by
f(y) = β/ θ (y/ θ) β-1
exp(-y/ θ) β
, y > 0, β, θ > 0
where β = 1.487 ; θ = 5.329
The pdf of the random leadtime[2,3] of an order is,
g(x) =
1
µ
exp(-x/µ) , x > 0, µ > 0. Where µ = 4.6375
Suppose the random repair cost is ω, If ω
≤ δ(y).c∞ (c∞ ≡ the constant cost ) then there is a
minimal repair[1].
If δ(y).can be explained as a fraction of the
constant cost , c∞ , at age y and 0 ≤ δ(y) ≤ 1.
Let δ(y) ≡ δ(exp(-λ,y)) with 0 ≤ δ(y) ≤ 1 & λ ≥ 0.
The optimal time T* [8] which minimizes C1(T) is,
C1(T*) = λ C1 (1-g(x)) e-λ(1-g(x))T*
When C1=1.6
λ=0.234
g(x)=0.2181
T*=0.3 then C1 (T*) =0.0673
BA
Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com
ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03
www.ijera.com 3 | P a g e
III. Conclusion
Considering the high complexity of both the
feeding and the stress responses, it is reasonable to
assume that additional factors not measured in this
study could have been induced by acute
psychological stress and may have
affected the subjective urge to eat in our subjects
Furthermore, variable sensitivity to the stimulatory
effect of ghrelin on feeding may also be playing a
part . we have shown that a psychological stress
may induce an increase in plasma ghrelin levels in
some human subjects, and that the post-stress
induced urge for uncontrolled eating is not acutely
modulated by stress related elevations in ghrelin
levels. Furthermore, the stress induced increase in
plasma ghrelin was associated with an acute
response of serum cortisol to stress. Finally, the
ghrelin response to the psychological challenge was
independent of BMI or the presence of BED. and
also found Optimal time T*, Minimal Repair δ and
Random Lead Time g to minimize the ghrelin level.
References
[1.] Berg.M and Cleroux.R, ― A marginal cost
analysis for an age replacement policy with
minimal repair‖,J.Applied Probability, vol.20,
258-263, 1982.
[2.] Block H.W, Borges.W.S and Savits.T.H,
‗‘Age dependent minimal repair‖, J.Applied
probability, Vol.22, pp370-385, Jun 1985
[3.] Cleroux.R; Dubuc.S , Tilquin.C, ― The age
replacement problem with minimal repair and
random repair cost‖, operations Research’,
Vol;27, PP 1158-1167, Nov-Dec 1979
[4.] Geliebter, A., Gluck, M.E., Hashim, S.A.,
2005. Plasma ghrelin concentrations are
lower in binge-eating disorder. J. Nutr 135,
1326-1330
[5.] Geliebter, A., Aversa, A., 2003. Emotional
eating in overweight normal weight and
underweight individuals. Eat Behav. 3, 341–
347.
[6.] Geliebter, A., Gluck, M.E., Hashim, S.A.,
2005. Plasma ghrelin concentrations are
[7.] lower in binge-eating disorder. J. Nutr. 135,
1326–1330
[8.] Kudielka, B.M., Schommer, N.C., Hellhamer,
D.H., Kirschbaum C, 2004. Acute HPA axis
responses, heart rate, and mood changes to
psychosocial stress (TSST) in humans at
different times of day.
Psychoneuroendocrinology 29, 983– 992.
[9.] Lakshmi.S and Geetha.T,‖Cumulative
damage model with quick recoupment at
failure due to stress effect ―, Bulletin of pure
and applied sciences. Vol.27 (No.2) 2008;PP
341-347.
0
1
2
3
4
5
6
1 3 5 7 9 11 13 15 17 19 21 23
Ghrelin
Time
controls
Depressive

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Random Lead Time of the acute ghrelin response to a psychological stress

  • 1. Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03 www.ijera.com 1 | P a g e Random Lead Time of the acute ghrelin response to a psychological stress Geetha.T* and Thangappan.R**. * Asst.Professor of Mathematics .K. N. Govt. Arts College for Women. Thanjavur. Tamilnadu. South India **Asst.Professor of Mathematics, R.S.Govt Arts College. Thanjavur.Tamilnadu.South India Abstract Ghrelin is a growth hormone and cortisol secretagogue that plays an important role in appetite and weight regulation. It is not known whether ghrelin is involved in the eating response to stress in humans. In the present study we examined the effects of psychologically induced stress on plasma ghrelin levels in patients with binge- eating disorder (BED) and in healthy subjects of normal or increased body mass index (BMI). Volunteers were subjected to the standardized trier social stress test (TSST). Basal ghrelin levels in patients were at an intermediate level between thin and healthy obese subjects, but this difference did not attain statistical significance. There were no differences in ghrelin levels throughout the test among the groups after correction for BMI, age and gender. A significant difference in the trend time of ghrelin was revealed when the three groups were analyzed according to their cortisol response to stress. Ghrelin levels increased in cortisol responders whereas no change or a decrease in ghrelin levels occurred in cortisol non-responders. We also found Optimal time T*, Minimal Repair δ and Random Lead Time g to minimize the ghrelin level. I. Introduction Ghrelin is an orexigenic peptide that was originally isolated from the stomach and found to be the endogenous ligand for the growth hormone secretagogue receptor. Counter-intuitively, though, a negative correlation was found to exist between ghrelin levels and body weight, such th at obese subjects have lower plasma ghrelin concentrations than normal and low weight individuals. Ghrelin actions on feeding induction involve the activation of neuropeptide and agouti-related protein (AGRP) neurons in the arcuate nucleus of the hypothalamus[4,6] .Other than the hypothalamus, GHS-Rs have been detected in areas that are not classically involved in the control of feeding, such as the hippocampus and substantia nigra . Furthermore, projections of ghrelin expressing neurons have been detected in areas outside the hypothalamus, including the amygdale and septum . In line with these complex interactions, ghrelin can induce feeding in rats, when directly injected to the ventral tegmental area (VTA), a central part of the mesolimbic reward pathway . Recent reports indicate that both ghrelin and leptin are involved in the modulation of feeding behavior through direct effects on midbrain dopamine neurons. Ghrelin directly activates opaminergic neurons in the VTA and increases synapse formation and dopamine turnover in the nucleus accumbens Indeed, these effects of ghrelin are mirror effects of leptin injected to the same area, which induces inhibition of dopamine neuron firing and reduces food intake[5,7] . Activation of the mesolimbic dopaminergic system is involved in motivated behavior conducted to obtain rewards like food or addictive drugs. The rewarding nature of palatable food may be a central mechanism that ensures the drive for feeding, and thus, survival and maintenance of the species.The interconnection between the hypothalamus and areas of the limbic system suggests the existence of a neural circuit that facilitates the cross-talk between emotional states and feeding behavior. II. Methods Twenty four subjects were recruited from the Obesity Clinic and among personnel at the Tel Aviv- Sourasky Medical Center. Eight subjects were obese (body mass index—BMI 430 kg/m2, ‗‗obese‘‘ group), eight had normal weight (BMI418 kg/m2 ando25 kg/m2, ‗‗NW‘‘ group) and eight were obese and suffered from BED (BMI 430 kg/m2, and diagnosis of BED, ‗‗BED‘‘ group). BED was diagnosed according to criteria from DSM IV-R. Subjects diagnosed with anorexia or bulimia nervosa, and with any psychiatric co-morbidities were excluded from this study. Subjects taking medication affecting the central nervous system such as selective serotonin reuptake inhibitors, tricyclic antidepressants, antiepileptic or antipsychotic drugs were not included in the study. Subjects receiving medication known to interfere with cortisol measurements such as contraceptive RESEARCH ARTICLE OPEN ACCESS
  • 2. Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03 www.ijera.com 2 | P a g e pills, or estrogen replacement therapy were also excluded from the study. Ten patients with hypertension, four with hyperlipidemia, and three with type II diabetes mellitus, three with hypothyroidism and one with osteoporosis were well controlled with appropriate medical treatment. The study was approved by the Institutional Review Board and all subjects signed an informed consent form. Figure : Ghrelin response during and following the psychological stress test, according to groups and cortisol response. (A) Ghrelin levels according to groups in cortisol non-responders. (B) Ghrelin levels according to groups in cortisol responders. p ¼ 0.038 for the interaction between ghrelin and cortisol response. Time 0 in these graphs represent the mean value of time points _30 and 0. Inset—change in ghrelin according to cortisol response in the three study groups Notations Xj = time between the successive Ghrelin level [ j = 1,2,…….n], r.v. yj = amount of damage to the Ghrelin level due to depression[ j = 1,2,…….n], r.v. f(y) – pdf of time to damage of Ghrelin level g(x) – pdf of lead time δ(y) - Repair cost limit function of Ghrelin level T* - optimal time C1 – cost interms of Ghrelin level Assumption This model has random leadtime & minimal repair.  Two types of failure occur 1. Type-I : with probability q(y) and is corrected with minimal repair Type-II : with probability p(y) = 1-q(y) and followed by unit replacement. Mathematical Model Consider the system with a weibul distribution. The pdf of the weibul distribution with parameters β and θ is given by f(y) = β/ θ (y/ θ) β-1 exp(-y/ θ) β , y > 0, β, θ > 0 where β = 1.487 ; θ = 5.329 The pdf of the random leadtime[2,3] of an order is, g(x) = 1 µ exp(-x/µ) , x > 0, µ > 0. Where µ = 4.6375 Suppose the random repair cost is ω, If ω ≤ δ(y).c∞ (c∞ ≡ the constant cost ) then there is a minimal repair[1]. If δ(y).can be explained as a fraction of the constant cost , c∞ , at age y and 0 ≤ δ(y) ≤ 1. Let δ(y) ≡ δ(exp(-λ,y)) with 0 ≤ δ(y) ≤ 1 & λ ≥ 0. The optimal time T* [8] which minimizes C1(T) is, C1(T*) = λ C1 (1-g(x)) e-λ(1-g(x))T* When C1=1.6 λ=0.234 g(x)=0.2181 T*=0.3 then C1 (T*) =0.0673 BA
  • 3. Geetha.T Int. Journal of Engineering Research and Applications www.ijera.com ISSN : 2248-9622, Vol. 4, Issue 12( Part 1), December 2014, pp.01-03 www.ijera.com 3 | P a g e III. Conclusion Considering the high complexity of both the feeding and the stress responses, it is reasonable to assume that additional factors not measured in this study could have been induced by acute psychological stress and may have affected the subjective urge to eat in our subjects Furthermore, variable sensitivity to the stimulatory effect of ghrelin on feeding may also be playing a part . we have shown that a psychological stress may induce an increase in plasma ghrelin levels in some human subjects, and that the post-stress induced urge for uncontrolled eating is not acutely modulated by stress related elevations in ghrelin levels. Furthermore, the stress induced increase in plasma ghrelin was associated with an acute response of serum cortisol to stress. Finally, the ghrelin response to the psychological challenge was independent of BMI or the presence of BED. and also found Optimal time T*, Minimal Repair δ and Random Lead Time g to minimize the ghrelin level. References [1.] Berg.M and Cleroux.R, ― A marginal cost analysis for an age replacement policy with minimal repair‖,J.Applied Probability, vol.20, 258-263, 1982. [2.] Block H.W, Borges.W.S and Savits.T.H, ‗‘Age dependent minimal repair‖, J.Applied probability, Vol.22, pp370-385, Jun 1985 [3.] Cleroux.R; Dubuc.S , Tilquin.C, ― The age replacement problem with minimal repair and random repair cost‖, operations Research’, Vol;27, PP 1158-1167, Nov-Dec 1979 [4.] Geliebter, A., Gluck, M.E., Hashim, S.A., 2005. Plasma ghrelin concentrations are lower in binge-eating disorder. J. Nutr 135, 1326-1330 [5.] Geliebter, A., Aversa, A., 2003. Emotional eating in overweight normal weight and underweight individuals. Eat Behav. 3, 341– 347. [6.] Geliebter, A., Gluck, M.E., Hashim, S.A., 2005. Plasma ghrelin concentrations are [7.] lower in binge-eating disorder. J. Nutr. 135, 1326–1330 [8.] Kudielka, B.M., Schommer, N.C., Hellhamer, D.H., Kirschbaum C, 2004. Acute HPA axis responses, heart rate, and mood changes to psychosocial stress (TSST) in humans at different times of day. Psychoneuroendocrinology 29, 983– 992. [9.] Lakshmi.S and Geetha.T,‖Cumulative damage model with quick recoupment at failure due to stress effect ―, Bulletin of pure and applied sciences. Vol.27 (No.2) 2008;PP 341-347. 0 1 2 3 4 5 6 1 3 5 7 9 11 13 15 17 19 21 23 Ghrelin Time controls Depressive