Ischemic heart disease and cerebrovascular diseases are major causes of mortality in the United States. Therefore factors associated with these diseases are important to identify. Previous studies have suggested seasonal influences in mortality data in certain populations (Seretakis et al, Douglas et al). This study examines mortality data for the US from 1995-1998 for seasonality of cerebrovascular and ischemic heart disease. Knowing if and what seasonal patterns exist will bring to attention certain risk factors for ischemic heart disease and cerebrovascular diseases. Additionally, knowing of seasonal trends will promote proper resource allocation of people and money.
This study examined death certificate data of the entire United States. The data was obtained from the Centers for Disease Control and Prevention. All data sets from 1995-1998 were examined. For the purposes of this study, deaths due to ischemic heart disease consisted of those death certificates noted with ICD9 codes 410.0-414.9. Deaths due to cerebrovascular disease were noted with ICD9 codes 430.0-439.9. Additionally, acute myocardial infarction (ICD9 code of 410.0) and angina pectoris (413.0-413.9) were examined individually for seasonality. This study specifically examined seasonality in days of the week and months of the year. A c2 test for equal proportions was used to determine if the proportion of deaths across days and months were equal.
The results of the c2 tests and frequency distributions are presented below:
Ischemic Heart Disease over Days of Week
Cumulative Cumulative
day
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
267897 14.09 267897 14.09
2
279901 14.73 547798 28.82
3
272124 14.32 819922 43.13
4
269914 14.20 1089836 57.33
5
269276 14.17 1359112 71.50
6
271105 14.26 1630217 85.76
7
270620 14.24 1900837 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 339.9897
DF 6
Pr > ChiSq <.0001
Sample Size = 1900837
The c2 test is significant, indicating that the days of the week do not have the same incidence of deaths due to IHD. Monday has the greatest incidence of IHD mortality and Sunday the least. To view pair-wise comparisons click here.
Ischemic Heart Disease over Months of Year
Cumulative Cumulative
month
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
187064 9.84
187064 9.84
2
161912 8.52 348976 18.36
3
170643 8.98 519619 27.34
4
158146 8.32 677765 35.66
5
156404 8.23 834169 43.88
6
145762 7.67 979931 51.55
7
146837 7.72 1126768 59.28
8
143338 7.54 1270106 66.82
9
141369 7.44 1411475 74.26
10
154055 8.10 1565530 82.36
11
157418 8.28 1722948 90.64
12
177889 9.36 1900837 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 13875.3852
DF 11
Pr > ChiSq <.0001
Sample Size = 1900837
The c2 test is significant, indicating that the months of the year do not have the same incidence of deaths due to IHD. January has the greatest incidence of IHD mortality and September the least. To view pair-wise comparisons click here.
Acute Mycardial Infarction over Days of Week
Cumulative Cumulative
day
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
119650 14.05 119650 14.05
2
126104 14.81 245754 28.87
3
122077 14.34 367831 43.21
4
121339 14.25 489170 57.46
5
120824 14.19 609994 71.65
6
120879 14.20 730873 85.85
7
120435 14.15
851308 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 220.8745
DF 6
Pr > ChiSq <.0001
Sample Size = 851308
The c2 test is significant, indicating that the days of the week do not have the same incidence of deaths due to MI. Monday has the greatest incidence of MI mortality and Sunday the least. To view pair-wise comparisons click here.
Acute Mycardial Infarction over Months of Year
Cumulative Cumulative
month
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
83489 9.81 83489 9.81
2
72161 8.48 155650 18.28
3
75822 8.91 231472 27.19
4
70923 8.33 302395 35.52
5
70712 8.31 373107 43.83
6
64844 7.62 437951 51.44
7
65738 7.72 503689 59.17
8
63988 7.52 567677 66.68
9
63317 7.44 630994 74.12
10
69347 8.15 700341 82.27
11
71012 8.34 771353 90.61
12
79955 9.39 851308 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 6164.5828
DF 11
Pr > ChiSq <.0001
Sample Size = 851308
The c2 test is significant, indicating that the months of the year do not have the same incidence of deaths due to MI. January has the greatest incidence of MI mortality and September the least. To view pair-wise comparisons click here.
Angina Pectoris over Days of Week
Cumulative Cumulative
day
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
448 13.48 448 13.48
2
499 15.02 947 28.50
3
475 14.29 1422 42.79
4
485 14.60 1907 57.39
5
443 13.33 2350 70.72
6
515 15.50 2865 86.22
7
458 13.78 3323 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 9.0948
DF 6
Pr > ChiSq 0.1683
Sample Size = 3323
The c2
test is insignificant, indicating that the days of the week have the same
incidence of deaths due to angina.
However, note the small sample size and hence low power of this
subgroup.
Angina Pectoris over Months of Year
Cumulative Cumulative
month
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
309 9.30 309 9.30
2
271 8.16 580 17.45
3
291 8.76 871 26.21
4
266 8.00 1137 34.22
5
283 8.52 1420 42.73
6
272 8.19 1692 50.92
7
253 7.61 1945 58.53
8
274 8.25 2219 66.78
9
269 8.10 2488 74.87
10
266 8.00 2754 82.88
11
273 8.22 3027 91.09
12
296 8.91 3323 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 9.3346
DF 11
Pr > ChiSq 0.5910
Sample Size = 3323
The c2
test is insignificant, indicating that the months of the year have the same incidence
of deaths due to angina. However, note
the small sample size and hence low power of this subgroup.
Cerbrovascular Disease over Days of Week
Cumulative
Cumulative
day
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
89935 13.98 89935 13.98
2
92492 14.38 182427 28.35
3
93112 14.47 275539 42.82
4
91556 14.23 367095 57.05
5
92420 14.36 459515 71.42
6
92154 14.32 551669 85.74
7
91751 14.26 643420 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 66.9519
DF 6
Pr > ChiSq <.0001
Sample Size = 643420
The c2 test is significant, indicating that the days of the week do not have the same incidence of deaths due to stroke. Tuesday has the greatest incidence of stroke mortality and Sunday the least. To view pair-wise comparisons click here.
Cerbrovascular Disease over Months of Year
Cumulative Cumulative
month
Frequency Percent Frequency Percent
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
1
62733 9.75 62733 9.75
2
54986 8.55 117719 18.30
3
57592 8.95 175311 27.25
4
53166 8.26 228477 35.51
5
52260 8.12 280737 43.63
6
48598 7.55 329335 51.19
7
48979 7.61 378314 58.80
8
49092 7.63 427406 66.43
9
48193 7.49 475599 73.92
10
53397 8.30 528996 82.22
11
54263 8.43
583259 90.65
12
60161 9.35 643420 100.00
Chi-Square Test
for Equal Proportions
ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ
Chi-Square 4526.5773
DF 11
Pr > ChiSq <.0001
Sample Size = 643420
The c2 test is significant, indicating that the months of the year do not have the same incidence of deaths due to stroke. January has the greatest incidence of MI mortality and September the least. To view pair-wise comparisons click here.
The results tend to support the hypothesis that adjusting to the stresses of the work week and the colder temperatures of winter increase the incidence of mortality among cerebrovascular and ischemic heart diseases.
Take this evidence of seasonality with a grain of salt, note that deaths due to all causes also had a significant equal proportions chi-square test. So, deaths are not uniform across days of week and months of the year. More deaths occur on Saturdays and in January. Perhaps the grim reaper doesn't work as hard every day...

References:
Seretakis D. Lagiou P. Lipworth L. Signorello LB. Rothman KJ. Trichopoulos D., Changing seasonality of mortality from coronary heart disease, JAMA. 278(12):1012-4, 1997 Sep 24.
Dougla AS. Dunnigan MG. Allan TM. Rawles JM., Seasonal variation in coronary heart disease in Scotland, Journal of Epidemiology and Community Health 49(6):575-82, 1995 Dec.