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G.J.B.B., VOL.2 (3) 2013: 326-330

ISSN 2278 – 9103

EFFECT OF USING CUMIN OIL (Cuminum cyminum) AS FEED ADDITIVES
ON PROFILE ANALYSIS AND GROWTH CURVE OF BROILER
Eman H. Al- Anbari1, Ahmed A. Abbas2, Firas R. Al-Samarai3, Jenan S. Al-Shamire4 & Falah H. Al-Zaidi5
1, 4

Department of Animal Resources/College of Agriculture/University of Baghdad/Iraq
Department of Animal Resources/College of Agriculture/University of Anbar/Iraq
3
Department of Veterinary /Public Health/College of Veterinary Medicine/University of Baghdad/Iraq
5
Department of Animal Resources / Directorate of Baghdad Agriculture /Ministry of Agriculture/ Iraq
2

ABSTRACT
An experiment was conducted to investigate the effect of adding different percentages of cumin oil in diet (0% (control),
15%, 30% and 45%) on weekly and final body weight of Ross 308 broiler. Profile analysis was applied to detect the
parallelism between growth curves of all groups, whereas nonlinear regression and linear regression were used to fit
growth curves. The groups’ profiles were found not parallel in terms of cumulative weekly body weight. Two ways
analysis of variance with interaction (ANOVA) was performed and t-test was used to identify the differences between
studied traits. Results revealed that adding cumin oil to diet has increased significantly (P < 0.05) the weekly and final
weight in treated groups as compared with control. In order to describe the growth curve, four statistical methods were
used: simple linear regression and Gompertz, Verhulst, and Weighted Least Square (WLS) nonlinear regression. Results
obtained that WLS function was more powerful for fitting the data as compared with other functions. As there are
significant differences in weekly and final body weight in addition to that the growth curves were no parallel, the adding of
cumin oil (45%) to diet of broiler may play an important role in profitability by increasing the final body weight.
KEY WORDS: growth curve, nonlinear regression, cumin, broiler etc.

Growth curve models provide a set of parameters that are
using to describe growth pattern over time, and to estimate
the expected weight of animals at a specific age (Tzeng
and Becker, 1981; Yakupoglu and Atil, 2001). In addition,
the parameters obtained from growth curve functions are
highly heritable and have been used in selection studies
(Merrit, 1974; Mignon-Grasteau et al., 2000).There is a set
of growth curve functions used to determine age-weight
relationship of poultry. The functions have different
properties and different mathematical limitations. The
present study was conducted to determine the effect of
adding different levels of cumin oil in broiler diets as feed
additives on the shape of growth curve in addition to use
linear and some non-linear functions to fit the growth
curve.

INTRODUCTION
It was well known that using antibiotics as promoters had
a substantial role in poultry industry as the growth rate of
broiler chickens has been improved greatly. The World
Health Organization (WHO) has recently identified
antibiotic resistance as a major problem for public health.
For this reason, several studies were conducted to looking
for and evaluate suitable alternatives for antibiotics.
Medicinal plants and their products including plant
extracts or essential oils are adopted as suitable candidates
for use in broiler diets due to their beneficial effects as
phytogenic feed additives (Bolukbasi & Erha, 2007;
Soltan et al., 2008 and Dalkiliç et al., 2009). Such
compounds influence poultry productivity and health
mainly by stabilization of normal gut microflora,
prevention of pathogens colonization (Tekeli et al., 2006)
and digestive enzymes production and activities
improvement (Lee et al., 2004). Many studies have been
conducted to investigate the effect of using herbal plants
as feed additives in broiler diets (Halle et al., 1999;
Osman, 2002; Abbas and Ahmed, 2010; AL-Kassie et al.,
2011; Khan et al., 2012). Herbs contain some complicated
mixtures of organic chemicals that may vary depending
upon many factors related to the growth, production, and
processing of the herbal product (Amal et al., 2013).
Though herbs with antimicrobial properties are reported,
their using in broiler diets has not been studied
extensively. However, little or no work has been done on
the effects of plant extracts on poultry growth curve in
Iraq.

MATERIALS & METHODS
An experiment was carried out at poultry farm in College
of Veterinary Medicine /University of Baghdad. A total of
200day old (Ross 308) chicks were used. The experiment
was lasted long for 35 days. Chicks were randomly
divided into four groups with 50 chicks each and located
as follows: (T0) chicks group freely access feed ad libitum
as a control, the remaining treatments (T1, T2, and T3)
chicks were fed diet with adding cumin oil at 15, 30, and
45%. Nipple drinker and round feeder were used to satisfy
the requirements of chickens. Birds were fed with starter
diet between 0-3 weeks and with growth diet at 4th and
5thweeks, Chemical composition of the basal diet is
presented in Table 1. It is formulated to meet nutrient
requirement of broiler chickens. Barn conditions
(temperature, humidity) were kept similar for each group.
326
Profile analysis and growth curve as feed additives of Cuminum cyminum on broiler

TABLE 1: Chemical composition of the basal diet in different periods of the experiment
Ingredients%

Starter
1-21 days
51.0
13.8
1.0
2.5
0.1
0.3
0.1
1.2
100

Finisher
22-35 days
53.3
15.0
2.5
2.5
0.1
0.3
0.1
1.2
100

Yellow corn
Wheat
Soybean oil
Premix*
Methionine
Salt
Lysine
Di-calcium phosphate
Total
Calculated chemical analysis
ME(Kcal/kg)
3000
3086
Crude protein
21.30
19.50
Calcium
0.69
0.52
Available phosphate
0.74
0.69
Methionine
0.33
0.31
Lysine
1.19
1.08
Premix (2.5%) Provided the following (Per Kg of complete diets). Vit A. 367500 IU,133500 IU Vit. D3, 1920 mg Vit.E,
84.42 Vit. K3, 50 mg Vit. B1, 150 mg Vit. B2, 500 mg Vit. B3, 177.5 mg Vit. B6, 0.8 mg Vit. B12, 600 mg Vit. PP, 24.5 mg
folic acid, 27 mg biotin, 5767.5 mg choline, 2667 mg Fe, 333.75 mg Cu, 3334.06 mg Mn , 203 mg Co , 2334.38 mg Zn ,
100.75 mg Ca , 10 mg Se, 65446.46 mg Ph, 36667.5 mg DLMithionine, 200.02mg, Ethoxyquin,50mg, Flavophospholipol,
30g Fish meal, 1800g wheat bran

To fitting growth curves, three nonlinear functions
(Gompertz, Verhulst and WLS) and one linear function
were used to investigate the effect of supplementation of
different levels of cumin oil in diet on the shapes of
growth curves of broiler.
Functions were defined as follows:
Gompertz growth function:
W = A exp [-exp (-b (t-k))]
Verhulst growth function:
W= A / (1 + k * exp (-b * t))
Weighted least square growth function:
W = A/ (1+exp (-b-k*t))
Where, W is the body weight (BW) at the day t; A is the
maximum BW at maturity; b is the rate of growth; k is the
age (days) of the maximum daily BW gain. The analysis
was performed separately for each group.
Analysis of data was submitted by SAS program (2000).

Statistical Analysis
Profile analysis and four functions were used in analyzing
data. Profile analysis was used to determine the magnitude
of both within-subjects (week) and between-subject
(group) main effects and interactions. In this study, ksample profile analysis was adapted to compare body
weight of Ross 308 broiler raised under four different
levels of feed additive. This allowed for the assignment of
a level of statistical significant differences and the shapes
of the centroids of four groups. Profile analysis is a
method of comparison of groups that are experimental
units to the same set of p measurements by examining the
p-1 slopes using multivariate analysis of variance
(MANOVA) between adjacent coordinate values for mean
vectors of the groups. Profile analysis is an extension of
the repeated measurement and special case of MANOVA.
The basic of profile analysis is a sequence comparison
method for finding and aligning distantly related
sequences.
There are some reasons for the superiority of profile
analysis to other methods such as repeated measurements
and growth curve (Morrison, 1995; Mendes et al., 2005;
Ersoy et al., 2006).

RESULTS & DISCUSSION
Test of parallel profiles obtained that the null hypothesis
of parallel profiles is rejected as F= 13.24, Wilk’s Lambda
= 0.038 with p-value = 0.0001(Figure 1).

3000
Weight /gm

2500
2000

Control

1500
1000

15%Cumin

500

30%Cumin

0

45%Cumin
1day week 1 week 2 week 3 week 4 week 5
Age
FIGURE 1: Profiles of weekly body weight of all groups

327
G.J.B.B., VOL.2 (3) 2013: 326-330

ISSN 2278 – 9103

fifth week, the final body weight of group 4 only has been
differed significantly (P < 0.05) compared with control.
These results are in agreement with those results reported
by several researches who confirmed that the final body
weight increased as a result of adding herbal plants to
broiler diet (William & Losa, 2001; AL-Kassie et al.,
2011; Khan et al., 2012).

Two ways analysis of variance with interaction (ANOVA)
was conducted to test the differences between means of
treatments within each period. Results revealed that the
differences between treatments were significant (P < 0.05).
As shown in table (2) the chicks in group 3 and 4 have
higher body weight at first week as compared with control.
The dominance in body weight of group 3 and 4 was
continued through progress age till the fourth week as in

TABLE 2: Means of weekly and final body weight of groups (control, T1, T2, and T3)
Group
Control
15% cumin
30% cumin
45% cumin

1 day
1 weeks
2 weeks
3 weeks
4 weeks
5 weeks
E
E
D
38.50±0.61a
121.10±7.69b
378.50±24.03b C712.90±25.77b B1370.10±56.51b A2102.00±72.36b
E
E
A
38.20±0.07a
123.90±6.29ab D429.50±21.81a C866.80±41.00a B1503.30±0.01b
2149.40±102.20b
E
E
D
39.60±0.49a
135.40±4.44a
454.00±14.62a C876.10±22.40a B1759.70±51.47a A2315.90±59.58ab
E
E
D
A
39.30±0.55a
128.00±3.05a
436.40±11.43a C833.60±22.43a B1835.30±43.07a
2390.90±68.36a
Means with different subscript small letters in the same column differ significantly (P< 0.05)
Means with different subscript capital letters in the same row differ significantly (P< 0.05)

Results indicated that WLS function was the best function
for describing the shape of growth curves for all
treatments; on the other hand the corresponding values of
MSE for linear function were58463.46, 56293.73,
66808.35, and 82387.68 respectively which mean that
linear regression was the worst function to fit growth
curves as compared with nonlinear functions.

Concerning the fitting growth curves, three nonlinear
functions and one linear function were used. In order to
determine goodness of fit for growth curves, the values of
mean square error (MSE) were taken in our consideration.
The values of MSE of WLS function are 637.11, 1005.53,
926.40 and 802.68 for groups: control, 1, 2 and
3respectively (Table 3, 4, 5, 6) which represent the lowest
values as compared to those values of other functions.

TABLE 3: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and
linear regression in control group
Parameter
A
b
K
MSE
Linear
MSE

Gompertz
Mean±SE
8872.96±3863.08
0.03±0.008
44.39±9.71
15874.22
=-278.12+60.30x
58463.46

Verhulst
Mean±SE
3253.86±396.91
0.13±0.01
54.80±8.15
15952.41

WLS
Mean±SE
2874.82±205.11
-4.17±0.10
0.14±0.007
637.11

TABLE 4: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and
linear regression in 15% cumin oil
Parameter
A
b
K
MSE
Linear
MSE

Gompertz
Mean±SE
4836.03±1285.00
0.05±0.01
31.02±5.14
26578.93
=-267.08+55.42x
56293.73

Verhulst
Mean±SE
2825.30±276.22
0.14±0.01
44.38±9.45
27179.98

WLS
Mean±SE
2555.20±152.39
-4.05±0.13
0.16±0.009
1005.53

TABLE 5: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and
linear regression in 30% cumin oil
Parameter
A
b
K
MSE
Linear
MSE

Gompertz
Mean±SE
3925.41±650.36
0.06±0.01
26.00±2.70
24683.74
=-301.92+68.48x
66808.35

Verhulst
Mean±SE
2676.22±156.10
0.17±0.01
68.26±17.93
25008.37

328

WLS
Mean±SE
2681.24±132.91
-4.22±0.13
0.17±0.008
926.40
Profile analysis and growth curve as feed additives of Cuminum cyminum on broiler

TABLE 6: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and
linear regression in 45% cumin oil
Parameter
A
b
K
MSE
Linear
MSE

Gompertz
Mean±SE
4175.40±625.40
0.07±0.01
26.54±2.31
24283.50
=-351.12+72.63x
82387.68

Verhulst
Mean±SE
2809.83±131.94
0.18±0.01
106.12±27.64
19711.90

WLS
Mean±SE
2926.63±140.13
-4.44±0.13
0.17±0.008
802.68

According to MSE values it’s obvious that Gompertz
function has lower values as compared with Verhulst
function and linear regression. In other words it was more
appropriate for describing growth carve in control, group 1
and 2 whereas the situation was in contrast for group 3 as
Verhulst function has lower MSE value. These results are
in accordance with the results of no parallelism in growth
curves, that was noticed previously which means that the
power of functions -except WLS- was not same when the
curves have different shapes also these results confirm
other results reported by Narinc et al. (2010) who found
that Gompertz function was more fit for broiler growth
curve in female and male as compared with Bertalanffy
and logistic functions.

Mignon-Grasteau, S., Piles, M., Varona, L., de
Rochambeau, H., Poivey, J. P., Blasco, A., Beaumont, C.
(2000) Genetic analysis of growth curve parameters for
male and female chickens resulting from selection on
shape of growth curve. J. Anim. Sci. 78: 2515-2524.

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Merrit, E.S. (1974) Selection for growth rate of broilers
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Osman, M. (2002) Beneficial effects of blackseed oil
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Ersoy, I.E., Mendes, M., Aktan, S. (2006) Growth Curve
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SAS (2001) SAS/STAT Users Guide for Personal
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Morrison, D.F. (1995) Multivariate statistical Methods.
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Abbas, T. E. E., Ahmed, M. E. (2010) Effect of
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Ersoy, I.E., Mendes, M., Aktan, S. (2006) Growth curve
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AL-Kassie, G.A.M., Mohseen, A. M. and Abd-AL-Jaleel,
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Narinc, D., Aksoy, T., Karaman, E., Curek, D. I. (2010)
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Amal, O. A., Mukhtar, A. M., Mohamed, K. A. and A.H.
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development, intestinal microflora and some blood
parameters of broiler chicks. Abstract Book of 12th
European Poultry Conference, Verona- Italy 10-14th Sept.

Soltan, M.A., Shewita, R.S., El-Katcha, M.I. (2008) Effect
of dietary anise seeds supplementation on growth
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R., Beynen, A.C. (2004) Effects of dietary essential oil
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330

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Gjbb v2(3)2013-8

  • 1. G.J.B.B., VOL.2 (3) 2013: 326-330 ISSN 2278 – 9103 EFFECT OF USING CUMIN OIL (Cuminum cyminum) AS FEED ADDITIVES ON PROFILE ANALYSIS AND GROWTH CURVE OF BROILER Eman H. Al- Anbari1, Ahmed A. Abbas2, Firas R. Al-Samarai3, Jenan S. Al-Shamire4 & Falah H. Al-Zaidi5 1, 4 Department of Animal Resources/College of Agriculture/University of Baghdad/Iraq Department of Animal Resources/College of Agriculture/University of Anbar/Iraq 3 Department of Veterinary /Public Health/College of Veterinary Medicine/University of Baghdad/Iraq 5 Department of Animal Resources / Directorate of Baghdad Agriculture /Ministry of Agriculture/ Iraq 2 ABSTRACT An experiment was conducted to investigate the effect of adding different percentages of cumin oil in diet (0% (control), 15%, 30% and 45%) on weekly and final body weight of Ross 308 broiler. Profile analysis was applied to detect the parallelism between growth curves of all groups, whereas nonlinear regression and linear regression were used to fit growth curves. The groups’ profiles were found not parallel in terms of cumulative weekly body weight. Two ways analysis of variance with interaction (ANOVA) was performed and t-test was used to identify the differences between studied traits. Results revealed that adding cumin oil to diet has increased significantly (P < 0.05) the weekly and final weight in treated groups as compared with control. In order to describe the growth curve, four statistical methods were used: simple linear regression and Gompertz, Verhulst, and Weighted Least Square (WLS) nonlinear regression. Results obtained that WLS function was more powerful for fitting the data as compared with other functions. As there are significant differences in weekly and final body weight in addition to that the growth curves were no parallel, the adding of cumin oil (45%) to diet of broiler may play an important role in profitability by increasing the final body weight. KEY WORDS: growth curve, nonlinear regression, cumin, broiler etc. Growth curve models provide a set of parameters that are using to describe growth pattern over time, and to estimate the expected weight of animals at a specific age (Tzeng and Becker, 1981; Yakupoglu and Atil, 2001). In addition, the parameters obtained from growth curve functions are highly heritable and have been used in selection studies (Merrit, 1974; Mignon-Grasteau et al., 2000).There is a set of growth curve functions used to determine age-weight relationship of poultry. The functions have different properties and different mathematical limitations. The present study was conducted to determine the effect of adding different levels of cumin oil in broiler diets as feed additives on the shape of growth curve in addition to use linear and some non-linear functions to fit the growth curve. INTRODUCTION It was well known that using antibiotics as promoters had a substantial role in poultry industry as the growth rate of broiler chickens has been improved greatly. The World Health Organization (WHO) has recently identified antibiotic resistance as a major problem for public health. For this reason, several studies were conducted to looking for and evaluate suitable alternatives for antibiotics. Medicinal plants and their products including plant extracts or essential oils are adopted as suitable candidates for use in broiler diets due to their beneficial effects as phytogenic feed additives (Bolukbasi & Erha, 2007; Soltan et al., 2008 and Dalkiliç et al., 2009). Such compounds influence poultry productivity and health mainly by stabilization of normal gut microflora, prevention of pathogens colonization (Tekeli et al., 2006) and digestive enzymes production and activities improvement (Lee et al., 2004). Many studies have been conducted to investigate the effect of using herbal plants as feed additives in broiler diets (Halle et al., 1999; Osman, 2002; Abbas and Ahmed, 2010; AL-Kassie et al., 2011; Khan et al., 2012). Herbs contain some complicated mixtures of organic chemicals that may vary depending upon many factors related to the growth, production, and processing of the herbal product (Amal et al., 2013). Though herbs with antimicrobial properties are reported, their using in broiler diets has not been studied extensively. However, little or no work has been done on the effects of plant extracts on poultry growth curve in Iraq. MATERIALS & METHODS An experiment was carried out at poultry farm in College of Veterinary Medicine /University of Baghdad. A total of 200day old (Ross 308) chicks were used. The experiment was lasted long for 35 days. Chicks were randomly divided into four groups with 50 chicks each and located as follows: (T0) chicks group freely access feed ad libitum as a control, the remaining treatments (T1, T2, and T3) chicks were fed diet with adding cumin oil at 15, 30, and 45%. Nipple drinker and round feeder were used to satisfy the requirements of chickens. Birds were fed with starter diet between 0-3 weeks and with growth diet at 4th and 5thweeks, Chemical composition of the basal diet is presented in Table 1. It is formulated to meet nutrient requirement of broiler chickens. Barn conditions (temperature, humidity) were kept similar for each group. 326
  • 2. Profile analysis and growth curve as feed additives of Cuminum cyminum on broiler TABLE 1: Chemical composition of the basal diet in different periods of the experiment Ingredients% Starter 1-21 days 51.0 13.8 1.0 2.5 0.1 0.3 0.1 1.2 100 Finisher 22-35 days 53.3 15.0 2.5 2.5 0.1 0.3 0.1 1.2 100 Yellow corn Wheat Soybean oil Premix* Methionine Salt Lysine Di-calcium phosphate Total Calculated chemical analysis ME(Kcal/kg) 3000 3086 Crude protein 21.30 19.50 Calcium 0.69 0.52 Available phosphate 0.74 0.69 Methionine 0.33 0.31 Lysine 1.19 1.08 Premix (2.5%) Provided the following (Per Kg of complete diets). Vit A. 367500 IU,133500 IU Vit. D3, 1920 mg Vit.E, 84.42 Vit. K3, 50 mg Vit. B1, 150 mg Vit. B2, 500 mg Vit. B3, 177.5 mg Vit. B6, 0.8 mg Vit. B12, 600 mg Vit. PP, 24.5 mg folic acid, 27 mg biotin, 5767.5 mg choline, 2667 mg Fe, 333.75 mg Cu, 3334.06 mg Mn , 203 mg Co , 2334.38 mg Zn , 100.75 mg Ca , 10 mg Se, 65446.46 mg Ph, 36667.5 mg DLMithionine, 200.02mg, Ethoxyquin,50mg, Flavophospholipol, 30g Fish meal, 1800g wheat bran To fitting growth curves, three nonlinear functions (Gompertz, Verhulst and WLS) and one linear function were used to investigate the effect of supplementation of different levels of cumin oil in diet on the shapes of growth curves of broiler. Functions were defined as follows: Gompertz growth function: W = A exp [-exp (-b (t-k))] Verhulst growth function: W= A / (1 + k * exp (-b * t)) Weighted least square growth function: W = A/ (1+exp (-b-k*t)) Where, W is the body weight (BW) at the day t; A is the maximum BW at maturity; b is the rate of growth; k is the age (days) of the maximum daily BW gain. The analysis was performed separately for each group. Analysis of data was submitted by SAS program (2000). Statistical Analysis Profile analysis and four functions were used in analyzing data. Profile analysis was used to determine the magnitude of both within-subjects (week) and between-subject (group) main effects and interactions. In this study, ksample profile analysis was adapted to compare body weight of Ross 308 broiler raised under four different levels of feed additive. This allowed for the assignment of a level of statistical significant differences and the shapes of the centroids of four groups. Profile analysis is a method of comparison of groups that are experimental units to the same set of p measurements by examining the p-1 slopes using multivariate analysis of variance (MANOVA) between adjacent coordinate values for mean vectors of the groups. Profile analysis is an extension of the repeated measurement and special case of MANOVA. The basic of profile analysis is a sequence comparison method for finding and aligning distantly related sequences. There are some reasons for the superiority of profile analysis to other methods such as repeated measurements and growth curve (Morrison, 1995; Mendes et al., 2005; Ersoy et al., 2006). RESULTS & DISCUSSION Test of parallel profiles obtained that the null hypothesis of parallel profiles is rejected as F= 13.24, Wilk’s Lambda = 0.038 with p-value = 0.0001(Figure 1). 3000 Weight /gm 2500 2000 Control 1500 1000 15%Cumin 500 30%Cumin 0 45%Cumin 1day week 1 week 2 week 3 week 4 week 5 Age FIGURE 1: Profiles of weekly body weight of all groups 327
  • 3. G.J.B.B., VOL.2 (3) 2013: 326-330 ISSN 2278 – 9103 fifth week, the final body weight of group 4 only has been differed significantly (P < 0.05) compared with control. These results are in agreement with those results reported by several researches who confirmed that the final body weight increased as a result of adding herbal plants to broiler diet (William & Losa, 2001; AL-Kassie et al., 2011; Khan et al., 2012). Two ways analysis of variance with interaction (ANOVA) was conducted to test the differences between means of treatments within each period. Results revealed that the differences between treatments were significant (P < 0.05). As shown in table (2) the chicks in group 3 and 4 have higher body weight at first week as compared with control. The dominance in body weight of group 3 and 4 was continued through progress age till the fourth week as in TABLE 2: Means of weekly and final body weight of groups (control, T1, T2, and T3) Group Control 15% cumin 30% cumin 45% cumin 1 day 1 weeks 2 weeks 3 weeks 4 weeks 5 weeks E E D 38.50±0.61a 121.10±7.69b 378.50±24.03b C712.90±25.77b B1370.10±56.51b A2102.00±72.36b E E A 38.20±0.07a 123.90±6.29ab D429.50±21.81a C866.80±41.00a B1503.30±0.01b 2149.40±102.20b E E D 39.60±0.49a 135.40±4.44a 454.00±14.62a C876.10±22.40a B1759.70±51.47a A2315.90±59.58ab E E D A 39.30±0.55a 128.00±3.05a 436.40±11.43a C833.60±22.43a B1835.30±43.07a 2390.90±68.36a Means with different subscript small letters in the same column differ significantly (P< 0.05) Means with different subscript capital letters in the same row differ significantly (P< 0.05) Results indicated that WLS function was the best function for describing the shape of growth curves for all treatments; on the other hand the corresponding values of MSE for linear function were58463.46, 56293.73, 66808.35, and 82387.68 respectively which mean that linear regression was the worst function to fit growth curves as compared with nonlinear functions. Concerning the fitting growth curves, three nonlinear functions and one linear function were used. In order to determine goodness of fit for growth curves, the values of mean square error (MSE) were taken in our consideration. The values of MSE of WLS function are 637.11, 1005.53, 926.40 and 802.68 for groups: control, 1, 2 and 3respectively (Table 3, 4, 5, 6) which represent the lowest values as compared to those values of other functions. TABLE 3: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and linear regression in control group Parameter A b K MSE Linear MSE Gompertz Mean±SE 8872.96±3863.08 0.03±0.008 44.39±9.71 15874.22 =-278.12+60.30x 58463.46 Verhulst Mean±SE 3253.86±396.91 0.13±0.01 54.80±8.15 15952.41 WLS Mean±SE 2874.82±205.11 -4.17±0.10 0.14±0.007 637.11 TABLE 4: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and linear regression in 15% cumin oil Parameter A b K MSE Linear MSE Gompertz Mean±SE 4836.03±1285.00 0.05±0.01 31.02±5.14 26578.93 =-267.08+55.42x 56293.73 Verhulst Mean±SE 2825.30±276.22 0.14±0.01 44.38±9.45 27179.98 WLS Mean±SE 2555.20±152.39 -4.05±0.13 0.16±0.009 1005.53 TABLE 5: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and linear regression in 30% cumin oil Parameter A b K MSE Linear MSE Gompertz Mean±SE 3925.41±650.36 0.06±0.01 26.00±2.70 24683.74 =-301.92+68.48x 66808.35 Verhulst Mean±SE 2676.22±156.10 0.17±0.01 68.26±17.93 25008.37 328 WLS Mean±SE 2681.24±132.91 -4.22±0.13 0.17±0.008 926.40
  • 4. Profile analysis and growth curve as feed additives of Cuminum cyminum on broiler TABLE 6: Parameter estimates and growth characteristics of broiler based on Gompertz, Verhulst and WLS functions and linear regression in 45% cumin oil Parameter A b K MSE Linear MSE Gompertz Mean±SE 4175.40±625.40 0.07±0.01 26.54±2.31 24283.50 =-351.12+72.63x 82387.68 Verhulst Mean±SE 2809.83±131.94 0.18±0.01 106.12±27.64 19711.90 WLS Mean±SE 2926.63±140.13 -4.44±0.13 0.17±0.008 802.68 According to MSE values it’s obvious that Gompertz function has lower values as compared with Verhulst function and linear regression. In other words it was more appropriate for describing growth carve in control, group 1 and 2 whereas the situation was in contrast for group 3 as Verhulst function has lower MSE value. These results are in accordance with the results of no parallelism in growth curves, that was noticed previously which means that the power of functions -except WLS- was not same when the curves have different shapes also these results confirm other results reported by Narinc et al. (2010) who found that Gompertz function was more fit for broiler growth curve in female and male as compared with Bertalanffy and logistic functions. Mignon-Grasteau, S., Piles, M., Varona, L., de Rochambeau, H., Poivey, J. P., Blasco, A., Beaumont, C. (2000) Genetic analysis of growth curve parameters for male and female chickens resulting from selection on shape of growth curve. J. Anim. Sci. 78: 2515-2524. REFERENCES Mendes, M., Karabayir, A., Ersoy, I.E., Atasoglu, C. (2005) Effect of three different lighting programs on live weight change of bronze turkey under semiintensivecondition. Arch. Tierz., Dummerstorf, 48:1, 8693. Khan, S.H., Ansari, J., Haq, A.U., Abbas, G. (2012) Black cumin seeds as phytogenic product in broiler diets and its effects on performance, blood constituents, immunity and caecal microbial population. Italian Anim. Sci.11: 438444. Merrit, E.S. (1974) Selection for growth rate of broilers with a minimum increase in adult size. pp 951-958 in Proc. 1st World Congr. Genet. Appl. to Livest,. Madrid, Spain. William, P., Losa, R. (2001) The use of essential oils and their compounds in poultry nutrition. World Poultry, 17: 14–15. Osman, M. (2002) Beneficial effects of blackseed oil inclusion in broiler diet on performance and carcass characteristics.Egypt. Poult. Sci. 22:839-853. Ersoy, I.E., Mendes, M., Aktan, S. (2006) Growth Curve Establishment for American Bronze Turkeys. Arch. Tierz., Dummerstorf, 49:3, 293-299. Halle, I.R., Thomann, R., Flachowsky, G. (1999) Effect of ethereal (essential) oil and oilseeds on the growth of broilers. pp 469-472in Proc. 7th Symp. Vitam. Feed. Addit.Human Anim., Jena, Germany. SAS (2001) SAS/STAT Users Guide for Personal Computer. Release 6.18.SAS Institute, Inc., Cary, N.C., USA. Morrison, D.F. (1995) Multivariate statistical Methods. Third edition. New York: McGraw-Hill Publ. Abbas, T. E. E., Ahmed, M. E. (2010) Effect of supplementation of Nigella sativa seeds to thebroiler chicks diet on the performance andcarcass quality. Int. J. Agric. Sci. 2:9-13. Ersoy, I.E., Mendes, M., Aktan, S. (2006) Growth curve establishment for American Bronze Turkeys. Arch. Tierz., Dummerstorf, 49:293-299. AL-Kassie, G.A.M., Mohseen, A. M. and Abd-AL-Jaleel, R. A. (2011) Modification of productive performance and physiological aspects of broilers on the addition of a mixture of cumin and turmeric to the diet. Research Opinions in Anim. Vet. Sci. 1: 31-34. Narinc, D., Aksoy, T., Karaman, E., Curek, D. I. (2010) Analysis of fitting growth models in medium growing chicken raised indoor system. Trends Anim. Vet. Sci. J., 1:12-18. Amal, O. A., Mukhtar, A. M., Mohamed, K. A. and A.H. Ahlam, H.A. (2013) Use of Halfa Bar essential oil (HBO) as a natural growth promoter in broiler nutrition. International Journal of Poultry Science 12: 15-18. Tzeng, R.Y., Becker, W.A. (1981) Growth pattern of body and abdominal fat weight in male broiler chickens. Poultry Sci. 60:1101-1106. Yakupoglu, C., Atil, H. (2001) Comparison of growth curve models on broilers II: Comparison of models. J. Bioscience 1:682-684. Bolukbasi, S., Erhan, M. (2007) Effect of dietary Thyme (Thymus vulgaris) on laying hens performance and Escherichia coli (E. coli) concentration in feces. Atatürk University, the Faculty of Agriculture, Department of Animal Science, 25240, Erzurum, Turkey. 329
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