chapter 11- · chapter 11-a statistical analysis of the effects of injecting mice with the dna...
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![Page 1: Chapter 11- · Chapter 11-A statistical analysis of the effects of injecting mice with the DNA chromosome associated with down syndrome Here I will look at the weights of mice that](https://reader035.vdocument.in/reader035/viewer/2022081615/5fd7d40d291ab827fb65bffe/html5/thumbnails/1.jpg)
Chapter 11-A statistical analysis of the effects of injecting mice with the DNA
chromosome associated with down syndrome
Here I will look at the weights of mice that have been injected with a strand of the 21st chromosome associ-
ated with down syndrome and compare them to the weights of mice without gene present. The first thing I will
do is sort the data into a category based on if the 21-chromosome is present in their DNA or not. Once I have
complied these two lists I will plot a histogram of each an preform some basic statistics to determine if either
distribution is normal and if the data suggests mice with this syndrome are generally more obese.
data =
Import@"http:��www.stat.berkeley.edu�users�statlabs�data�mouse.data", "Data"D;
data = Delete@data, 881<, 8-1<<D;
Length@dataD
532
dnadata = Cases@data, x_ �; x@@3DD == 1D;
birthweightdnadata = dnadata@@All, 6DD;
birthweightnondna = Cases@data, x_ �; x@@3DD == 0D;
Length@birthweightnondnaD
256
Length@dnadataD
276
Histogram@birthweightdnadataD
25 30 35 40
10
20
30
40
50
60
Kurtosis@birthweightdnadataD
2.62198
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Skewness@birthweightdnadataD
0.194869
Mean@birthweightdnadataD
29.4909
Quartiles@birthweightdnadataD
826.3, 29.6, 32.1<
nondna = Cases@data, x_ �; x@@3DD � 0D;
weighthealthy = nondna@@All, 6DD;
Histogram@weighthealthyD
25 30 35 40
10
20
30
40
50
60
70
Kurtosis@weighthealthyD
3.0515
Mean@weighthealthyD
28.3672
Skewness@weighthealthyD
0.736127
Quartiles@weighthealthyD
825.4, 27.35, 31.<
Needs@"HypothesisTesting`"D
MeanCI@weighthealthyD
827.883, 28.8513<
MeanCI@birthweightdnadataD
829.034, 29.9479<
2 ch11Project.nb
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MeanCI@weighthealthy, ConfidenceLevel ® .99D
827.7291, 29.0052<
MeanCI@birthweightdnadata, ConfidenceLevel ® .99D
828.8889, 30.093<
From these tests we can see the average weight of mice with the 21-chromosome detected was approxi-
mately 1 gram heavier than those without the chromosome. The confidence intervals really provide
some insight into the relation between obseity and the syndrome. The 95% confidence interval for the
uninfected mice was between 27.7 - 29, while the mice with the syndrome had a CI of 28.8-30.1. To
further analyze this data I will look at each of the four strands of DNA that was found in the transgenic
mice by the sex of the mouse. Males tend to be heavier than females, which may cause the data to
provide skewed results.
Seperating the data sets from the 4 strands of mice into male/female:
dna1 = Cases@data, x_ �; x@@1DD � 1D;
dna2 = Cases@data, x_ �; x@@1DD � 2D;
dna3 = Cases@data, x_ �; x@@1DD � 3D;
dna4 = Cases@data, x_ �; x@@1DD � 4D;
dna1pos = Cases@dna1, x_ �; x@@3DD == 1D;
fdna1pos = Cases@dna1pos, x_ �; x@@4DD == 0D;
mdna1pos = Cases@dna1pos, x_ �; x@@4DD � 1D;
fdna1pos = fdna1pos@@All, 6DD;
mdna1pos = mdna1pos@@All, 6DD;
dna2pos = Cases@dna2, x_ �; x@@3DD == 1D;
fdna2pos = Cases@dna2pos, x_ �; x@@4DD == 0D;
mdna2pos = Cases@dna2pos, x_ �; x@@4DD � 1D;
fdna2pos = fdna2pos@@All, 6DD;
mdna2pos = mdna2pos@@All, 6DD;
dna3pos = Cases@dna3, x_ �; x@@3DD == 1D;
fdna3pos = Cases@dna3pos, x_ �; x@@4DD == 0D;
mdna3pos = Cases@dna3pos, x_ �; x@@4DD � 1D;
fdna3pos = fdna3pos@@All, 6DD;
mdna3pos = mdna3pos@@All, 6DD;
dna4pos = Cases@dna4, x_ �; x@@3DD � 1D;
fdna4pos = Cases@dna4pos, x_ �; x@@4DD == 0D;
mdna4pos = Cases@dna4pos, x_ �; x@@4DD � 1D;
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fdna4pos = fdna4pos@@All, 6DD;
mdna4pos = mdna4pos@@All, 6DD;
F1 = Histogram@fdna1pos, 10DM1 = Histogram@mdna1pos, 10D
22 24 26 28 30
2
4
6
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10
30 35 40
5
10
15
20
25
4 ch11Project.nb
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F2 = Histogram@fdna2pos, 10DM2 = Histogram@mdna2pos, 10D
24 26 28 30 32
1
2
3
4
5
6
7
28 30 32 34 36 38
1
2
3
4
5
6
7
ch11Project.nb 5
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F3 = Histogram@fdna3pos, 10DM3 = Histogram@mdna3pos, 10D
25 26 27 28 29
0.5
1.0
1.5
2.0
30 32 34 36 38
0.5
1.0
1.5
2.0
6 ch11Project.nb
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F4 = Histogram@fdna4pos, 10DM4 = Histogram@mdna4pos, 10D
23 24 25 26 27 28 29
1
2
3
4
5
6
26 28 30 32 34 36
2
4
6
8
10
Calcualting the mean weights, standard deviations, and 95% confidence interval of
the data:
Mean@mdna1posDStandardDeviation@mdna1posDMeanCI@mdna1posD
32.0984
2.80603
831.3975, 32.7994<
Mean@mdna2posDStandardDeviation@mdna2posDMeanCI@mdna2posD
33.2103
2.45226
832.4153, 34.0052<
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Mean@mdna3posDStandardDeviation@mdna3posDMeanCI@mdna3posD
32.45
2.8476
830.8058, 34.0942<
Mean@mdna4posDStandardDeviation@mdna4posDMeanCI@mdna4posD
30.2465
2.33374
829.5283, 30.9647<
Mean@fdna1posDStandardDeviation@fdna1posDMeanCI@fdna1posD
24.9825
2.13023
824.3012, 25.6638<
Mean@fdna2posDStandardDeviation@fdna2posDMeanCI@fdna2posD
28.2677
2.05075
827.5155, 29.02<
Mean@fdna3posDStandardDeviation@fdna3posDMeanCI@fdna3posD
26.3714
1.49634
824.9875, 27.7553<
Mean@fdna4posDStandardDeviation@fdna4posDMeanCI@fdna4posD
25.6553
1.68871
825.1002, 26.2103<
Comparing the weights of the 4 strands of dna to mice without the DNA:
In these results we find the mean confidence interval of female mice with the second strand of DNA
(27.5-29.02) is larger than the female mice without the mutated DNA (25.5,26.2). The male DNA of mice
without the gene was {31.3381,32.5172}. The males with the second strand of the chromosome exhibited
an increase in the 95% confidence interval {32.4153,34.0052}.
8 ch11Project.nb
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Comparing the weights of the 4 strands of dna to mice without the DNA:
In these results we find the mean confidence interval of female mice with the second strand of DNA
(27.5-29.02) is larger than the female mice without the mutated DNA (25.5,26.2). The male DNA of mice
without the gene was {31.3381,32.5172}. The males with the second strand of the chromosome exhibited
an increase in the 95% confidence interval {32.4153,34.0052}.
fnondna = Cases@nondna, x_ �; x@@4DD � 0D;
fnondnaweight = fnondna@@All, 6DD;
mnondna = Cases@nondna, x_ �; x@@4DD � 1D;
mnondnaweight = mnondna@@All, 6DD;
Mean@fnondnaweightDMeanCI@fnondnaweightD
25.8914
825.5381, 26.2446<
Mean@mnondnaweightDMeanCI@mnondnaweightD
31.9276
831.3381, 32.5172<
Histogram@fdna1posD
22 24 26 28 30 32
2
4
6
8
10
12
14
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Histogram@mdna1posD
30 35 40
5
10
15
20
25
Histogram@fnondnaweightD
24 26 28 30 32 34
10
20
30
40
Histogram@mnondnaweightD
25 30 35 40
5
10
15
20
25
30
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