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Chronobiological Hypothesis about the Association Between Height Growth Seasonality and Geographical Differences in Body Height According to Effective Day Length Cover

Chronobiological Hypothesis about the Association Between Height Growth Seasonality and Geographical Differences in Body Height According to Effective Day Length

By: Masana Yokoya and  Yukito Higuchi  
Open Access
|Nov 2016

Figures & Tables

jcr-14-1-142-g1.png
Figure 1

Distribution map of standardized height of Japanese youth.

Distribution map of the 25-year (1989 to 2013) average of the standardized height in the following subjects, in each prefecture: (A) 5-year-old males, (B) 14-year-old males, (C) 5-year-old females, and (D) 14-year-old females. The body height of Japanese youth tends to be greater in northern prefectures.

jcr-14-1-142-g2.png
Figure 2

Distribution map of climatic variables in Japan.

Mesh climatic data of 380,000 one–kilometer mesh areas are shown. The fill in the mesh areas indicates (A) annual mean solar radiation (MJ/m2/day), (B) annual mean effective day length at 5000 lx (h/day), (C) summer effective day length at 5000 lx (April to September: h/day), (D) winter effective day length at 5000 lx (October to March: h/day), (E) summer effective day length at 0 lx (possible sunshine duration) (h/day), and (F) winter effective day length at 0 lx (possible sunshine duration) (h/day). Annual mean solar radiation, annual mean effective day length at 5000 lx, and winter effective day length at 5000 lx, tend to be relatively low in the northern areas along the Sea of Japan.

Table 1

Basic statistics for standardized height and weight.

Standardized heightMalesFemales
Age591317591317
Maximum0.214 Akita0.224 Akita0.237 Akita0.166 Akita0.221 Akita0.241 Aomori0.170 Akita0.121 Akita
Minimum–0.261 Okinawa–0.248 Okinawa–0.144 Miyazaki–0.305 Okinawa–0.202 Okinawa–0.131 Yamaguchi–0.287 Saga–0.323 Okinawa
Mean–0.009–0.006–0.005–0.011–0.0030.004–0.015–0.013
Median–0.014–0.010–0.020–0.008–0.010–0.010–0.016–0.007
Standardized weightMalesFemales
Age591317591317
Maximum0.234 Aomori0.295 Aomori0.277 Aomori0.220 Akita0.242 Aomori0.305 Aomori0.253 Aomori0.195 Akita
Minimum–0.133 Okinawa–0.116 Yamaguchi–0.159 Yamaguchi–0.139 Yamaguchi–0.135 Okinawa–0.114 Yamaguchi–0.111 Yamaguchi–0.254 Okinawa
Mean–0.0010.007–0.0010.0020.0030.0120.0100.014
Median–0.031–0.024–0.017–0.016–0.031–0.017–0.0080.002
Table 2

Basic statistics for climatic variables.

SOLAAnn
1000
Ann
5000
Summer
0
Summer
1000
Summer
5000
Winter
0
Winter
1000
Winter
5000
Maximum14.00 Kochi11.71 Kochi10.50 Kochi13.97 Hokkaido13.52 Hokkaido11.77 Hokkaido10.98 Okinawa10.68 Okinawa9.50 Okinawa
Minimum11.70 Niigata11.61 Niigata10.03 Akita13.02 Okinawa12.70 Okinawa11.36 Tokyo10.03 Hokkaido9.72 Hokkaido8.35 Akita
Mean12.7811.6610.2813.4813.0911.5310.5110.229.03
Median12.8011.6610.3013.4713.0911.5210.5310.239.12

[i] SOLA: Annual mean solar radiation (MJ/m2/day).

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx (h/day).

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (h/day).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (h/day).

Table 3

Pearson correlation matrix of climatic variables.

SOLAAnn
1000
Ann
5000
Summer
0
Summer
1000
Summer
5000
Winter
0
Winter
1000
Winter
5000
SOLA1
Ann 10000.95**1
Ann 50000.96**0.96**1
Summer 0–0.68**–0.66**–0.71**1
Summer 1000–0.62**–0.61**–0.68**0.99**1
Summer 5000–0.10–0.22–0.330.60**0.69**1
Winter 00.68**0.66**0.71**–1.00**–0.99**–0.60**1
Winter 10000.78**0.79**0.83**–0.98**–0.97**–0.61**0.98**1
Winter 50000.84**0.88**0.95**–0.80**–0.80**–0.61**0.80**0.90**1

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx.

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx.

**p < 0.0001 *p < 0.005.

Table 4

Pearson’s correlation coefficients of the relationship between height and climatic variables.

SOLAAnn
1000
Ann
5000
Summer
0
Summer
1000
Summer
5000
Winter
0
Winter
1000
Winter
5000
Weight
Males
Age: 5–0.82**–0.78**–0.82**0.84**0.80**0.35–0.84**–0.87**–0.80**0.82**
6–0.81**–0.76**–0.79**0.80**0.76**0.29–0.80**–0.83**–0.76**0.82**
7–0.82**–0.78**–0.82**0.82**0.78**0.34–0.82**–0.85**–0.80**0.82**
8–0.83**–0.78**–0.82**0.83**0.79**0.33–0.83**–0.86**–0.80**0.81**
9–0.84**–0.80**–0.84**0.83**0.80**0.34–0.83**–0.87**–0.82**0.83**
10–0.81**–0.77**–0.82**0.84**0.82**0.37–0.84**–0.88**–0.82**0.86**
11–0.77**–0.74**–0.80**0.80**0.78**0.38–0.80**–0.84**–0.80**0.88**
12–0.78**–0.74**–0.81**0.80**0.78**0.38–0.80**–0.84**–0.81**0.87**
13–0.83**–0.79**–0.86**0.78**0.76**0.37–0.78**–0.84**–0.85**0.84**
14–0.88**–0.84**–0.89**0.77**0.74**0.32–0.77**–0.84**–0.85**0.78**
15–0.88**–0.85**–0.87**0.73**0.69**0.26–0.73**–0.80**–0.82**0.68**
16–0.87**–0.84**–0.85**0.72**0.68**0.24–0.73**–0.79**–0.80**0.66**
17–0.86**–0.83**–0.83**0.70**0.65**0.22–0.70**–0.77**–0.78**0.63**
Females
Age: 5–0.80**–0.75**–0.80**0.82**0.78**0.35–0.82**–0.85**–0.79**0.84**
6–0.78**–0.74**–0.78**0.78**0.74**0.32–0.78**–0.81**–0.76**0.84**
7–0.82**–0.78**–0.83**0.81**0.78**0.34–0.81**–0.86**–0.81**0.83**
8–0.81**–0.79**–0.84**0.77**0.75**0.36–0.78**–0.83**–0.83**0.85**
9–0.79**–0.77**–0.83**0.74**0.72**0.38–0.74**–0.80**–0.82**0.86**
10–0.76**–0.74**–0.81**0.71**0.70**0.38–0.71**–0.78**–0.81**0.86**
11–0.78**–0.77**–0.83**0.73**0.71**0.38–0.72**–0.80**–0.83**0.78**
12–0.86**–0.83**–0.88**0.75**0.72**0.31–0.75**–0.82**–0.84**0.58**
13–0.84**–0.80**–0.82**0.70**0.66**0.23–0.70**–0.76**–0.77**0.49*
14–0.87**–0.83**–0.84**0.69**0.65**0.22–0.69**–0.77**–0.78**0.48*
15–0.84**–0.79**–0.80**0.65**0.61**0.17–0.66**–0.72**–0.72**0.49*
16–0.81**–0.77**–0.76**0.65**0.60**0.16–0.65**–0.71**–0.70**0.53*
17–0.82**–0.80**–0.79**0.65**0.60**0.19–0.65**–0.72**–0.72**0.56**

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

**p < 0.0001 *p < 0.005.

Table 5

Pearson’s correlation coefficients of the association between weight and climatic variables.

SOLAAnn
1000
Ann
5000
Summer
0
Summer
1000
Summer
5000
Winter
0
Winter
1000
Winter
5000
Weight
Males
Age: 5–0.56**–0.51*–0.55**0.72**0.70**0.28–0.72**–0.70**–0.55**0.82**
6–0.56**–0.53*–0.58**0.72**0.70**0.34–0.72**–0.71**–0.60**0.82**
7–0.58**–0.55**–0.61**0.75**0.74**0.40–0.75**–0.75**–0.65**0.82**
8–0.57**–0.55**–0.61**0.74**0.73**0.39–0.74**–0.74**–0.64**0.81**
9–0.58**–0.55**–0.61**0.77**0.75**0.40–0.76**–0.76**–0.65**0.83**
10–0.55**–0.52*–0.58**0.76**0.75**0.38–0.76**–0.75**–0.61**0.86**
11–0.51*–0.48*–0.54**0.71**0.71**0.36–0.71**–0.70**–0.58**0.88**
12–0.49*–0.46*–0.52*0.71**0.70**0.38–0.70**–0.69**–0.57**0.87**
13–0.52*–0.48*–0.55**0.70**0.70**0.38–0.70**–0.69**–0.59**0.84**
14–0.58**–0.54**–0.60**0.73**0.72**0.37–0.73**–0.73**–0.63**0.78**
15–0.60**–0.58**–0.61**0.74**0.72**0.34–0.74**–0.74**–0.62**0.68**
16–0.63**–0.59**–0.64**0.76**0.75**0.35–0.76**–0.77**–0.65**0.66**
17–0.65**–0.62**–0.66**0.77**0.75**0.39–0.77**–0.78**–0.69**0.63**
Females
Age: 5–0.55**–0.50*–0.53*0.70**0.68**0.28–0.70**–0.68**–0.54**0.84**
6–0.54**–0.52*–0.57**0.68**0.67**0.34–0.68**–0.68**–0.59**0.84**
7–0.58**–0.54**–0.61**0.71**0.71**0.37–0.71**–0.72**–0.64**0.83**
8–0.56**–0.54**–0.61**0.69**0.68**0.37–0.69**–0.70**–0.63**0.85**
9–0.52*–0.51*–0.57**0.66**0.65**0.38–0.65**–0.67**–0.61**0.86**
10–0.49*–0.48*–0.53*0.61**0.60**0.33–0.61**–0.62**–0.56**0.86**
11–0.43*–0.42*–0.48*0.59**0.59**0.32–0.59**–0.59**–0.51*0.78**
12–0.37–0.37–0.43*0.59**0.59**0.37–0.59**–0.57**–0.48*0.58**
13–0.46*–0.44*–0.50*0.67**0.67**0.40–0.67**–0.66**–0.55**0.49*
14–0.50*–0.48*–0.53*0.72**0.72**0.43*–0.72**–0.71**–0.59**0.48*
15–0.53*–0.53*–0.55**0.73**0.71**0.40–0.73**–0.72**–0.59**0.49*
16–0.56**–0.56**–0.58**0.74**0.73**0.42*–0.74**–0.74**–0.63**0.53*
17–0.57**–0.57**–0.58**0.75**0.73**0.42*–0.75**–0.74**–0.63**0.56**

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

**p < 0.0001 *p < 0.005.

Table 6

Regression coefficients (standard errors) of predictors of height in a 5-year-old child.

MaleRegression
coefficient
Standard
error
95% CI
Lower
95% CI
Upper
tpR2
Weight0.520.070.3820.6567.65<0.00010.859
SOLA–0.530.07–0.666–0.392–7.80<0.0001
Weight0.570.070.4310.7098.26<0.00010.842
Ann 1000–0.480.07–0.624–0.346–7.03<0.0001
Weight0.530.070.3970.6638.02<0.00010.862
Ann 5000–0.530.07–0.659–0.393–7.95<0.0001
Weight0.440.100.2470.6404.54<0.00010.796
Summer 00.520.100.3210.7145.30<0.0001
Weight0.500.100.3020.6995.08<0.00010.775
Summer 10000.460.100.2570.6544.62<0.0001
Weight0.780.090.6050.9568.94<0.00010.684
Summer 50000.130.09–0.0450.3071.500.1399
Weight0.440.100.2460.6384.54<0.00010.797
Winter 0–0.520.10–0.715–0.323–5.33<0.0001
Weight0.410.080.2400.5774.88<0.00010.840
Winter 1000–0.580.08–0.751–0.414–6.97<0.0001
Weight0.540.070.3960.6807.64<0.00010.845
Winter 5000–0.500.07–0.647–0.363–7.17<0.0001
Female
Weight0.580.060.4540.7129.12<0.00010.871
SOLA–0.480.06–0.605–0.347–7.45<0.0001
Weight0.620.060.4940.7529.70<0.00010.861
Ann 1000–0.440.06–0.573–0.314–6.91<0.0001
Weight0.580.060.4630.7079.65<0.00010.882
Ann 5000–0.490.06–0.608–0.364–8.03<0.0001
Weight0.530.090.3510.7195.85<0.00010.811
Summer 00.440.090.2560.6244.82<0.0001
Weight0.580.090.3940.7636.30<0.00010.795
Summer 10000.390.090.2070.5764.27<0.0001
Weight0.810.080.6460.9729.99<0.00010.728
Summer 50000.130.08–0.0370.2901.560.1251
Weight0.530.090.3490.7165.85<0.00010.811
Winter 0–0.440.09–0.626–0.259–4.85<0.0001
Weight0.500.080.3370.6576.27<0.00010.849
Winter 1000–0.510.08–0.667–0.347–6.39<0.0001
Weight0.590.060.4610.7209.17<0.00010.868
Winter 5000–0.470.06–0.599–0.339–7.29<0.0001

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

Table 7

Regression coefficients (standard errors) of predictors of height 9-year-old.

MaleRegression
coefficient
Standard
error
95% CI
Lower
95% CI
Upper
tpR2
Weight0.520.060.3970.6438.51<0.00010.889
SOLA–0.540.06–0.663–0.417–8.83<0.0001
Weight0.560.070.4300.6998.45<0.00010.861
Ann 1000–0.490.07–0.622–0.353–7.29<0.0001
Weight0.510.070.3740.6517.47<0.00010.868
Ann 5000–0.520.07–0.663–0.386–7.64<0.0001
Weight0.470.110.2590.6884.450.00010.788
Summer 00.470.110.2570.6864.420.0001
Weight0.540.110.3160.7604.88<0.00010.763
Summer 10000.390.110.1710.6153.570.0009
Weight0.830.090.6501.0129.27<0.00010.696
Summer 50000.010.09–0.1720.1890.100.9222
Weight0.470.110.2590.6864.450.00010.789
Winter 0–0.470.11–0.687–0.259–4.460.0001
Weight0.400.090.2150.5944.300.00010.832
Winter 1000–0.570.09–0.755–0.376–6.01<0.0001
Weight0.520.080.3590.6856.46<0.00010.830
Winter 5000–0.480.08–0.643–0.317–5.94<0.0001
Female
Weight0.620.060.5050.73211.01<0.00010.896
SOLA–0.460.06–0.577–0.351–8.26<0.0001
Weight0.630.060.5150.75110.82<0.00010.886
Ann 1000–0.450.06–0.563–0.328–7.62<0.0001
Weight0.570.060.4610.68310.37<0.00010.908
Ann 5000–0.500.06–0.613–0.391–9.10<0.0001
Weight0.660.090.4780.8407.33<0.00010.793
Summer 00.310.090.1260.4883.410.0014
Weight0.670.090.4910.8587.41<0.00010.785
Summer 10000.280.090.1000.4673.110.0032
Weight0.840.080.6731.00210.24<0.00010.742
Summer 50000.060.08–0.1060.2240.720.4762
Weight0.660.090.4780.8397.35<0.00010.793
Winter 0–0.310.09–0.488–0.127–3.430.0013
Weight0.580.080.4180.7467.16<0.00010.835
Winter 1000–0.420.08–0.580–0.253–5.12<0.0001
Weight0.570.060.4400.7008.84<0.00010.882
Winter 5000–0.480.06–0.606–0.346–7.38<0.0001

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

Table 8

Regression coefficients (standard errors) of predictors of height 13-year-old.

MaleRegression
coefficient
Standard
error
95% CI
Lower
95% CI
Upper
tpR2
Weight0.560.050.4600.66610.99<0.00010.914
SOLA–0.530.05–0.637–0.431–10.43<0.0001
Weight0.600.050.4890.71010.93<0.00010.896
Ann 1000–0.500.05–0.609–0.388–9.09<0.0001
Weight0.530.050.4300.62111.07<0.00010.930
Ann 5000–0.570.05–0.664–0.473–11.98<0.0001
Weight0.580.100.3790.7745.87<0.00010.778
Summer 00.380.100.1790.5753.840.0004
Weight0.600.100.3990.8035.99<0.00010.766
Summer 10000.340.100.1410.5453.420.0013
Weight0.820.090.6420.9939.38<0.00010.708
Summer 50000.060.09–0.1160.2350.680.5017
Weight0.580.100.3790.7745.88<0.00010.778
Winter 0–0.380.10–0.575–0.180–3.850.0004
Weight0.500.080.3270.6665.89<0.00010.834
Winter 1000–0.500.08–0.666–0.327–5.90<0.0001
Weight0.520.060.4000.6448.61<0.00010.893
Winter 5000–0.540.06–0.659–0.415–8.86<0.0001
Female
Weight0.130.09–0.0480.3121.470.14770.715
SOLA–0.780.09–0.957–0.597–8.69<0.0001
Weight0.170.10–0.0230.3651.780.08260.663
Ann 1000–0.720.10–0.919–0.531–7.53<0.0001
Weight0.100.10–0.0910.3001.080.28770.681
Ann 5000–0.770.10–0.964–0.572–7.91<0.0001
Weight0.040.14–0.2500.3310.280.78250.484
Summer 00.670.140.3780.9594.63<0.0001
Weight0.080.15–0.2200.3860.550.58350.438
Summer 10000.600.150.3000.9074.010.0002
Weight0.470.140.1860.7583.320.00180.239
Summer 50000.040.14–0.2460.3260.280.7788
Weight0.040.14–0.2500.3300.280.78180.485
Winter 0–0.670.14–0.959–0.379–4.65<0.0001
Weight–0.030.13–0.2850.229–0.220.82590.585
Winter 1000–0.780.13–1.040–0.527–6.14<0.0001
Weight0.090.11–0.1380.3210.800.42650.593
Winter 5000–0.720.11–0.946–0.486–6.27<0.0001

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

Table 9

Regression coefficients (standard errors) of predictors of height 17-year-old.

MaleRegression
coefficient
Standard
error
95% CI
Lower
95% CI
Upper
tPR2
Weight0.130.10–0.0680.3331.330.18900.741
SOLA–0.770.10–0.970–0.569–7.73<0.0001
Weight0.180.10–0.0200.3891.810.07630.715
Ann 1000–0.720.10–0.923–0.514–7.08<0.0001
Weight0.140.11–0.0780.3581.290.20290.704
Ann 5000–0.740.11–0.958–0.521–6.83<0.0001
Weight0.230.17–0.1060.5591.370.17640.508
Summer 00.520.170.1900.8553.170.0028
Weight0.320.17–0.0100.6571.950.05710.469
Summer 10000.410.170.0740.7412.460.0178
Weight0.640.130.3870.8925.10<0.00010.398
Summer 5000–0.020.13–0.2760.230–0.180.8553
Weight0.230.16–0.1060.5581.370.17750.508
Winter 0–0.520.16–0.856–0.192–3.180.0027
Weight0.070.15–0.2330.3810.490.62860.594
Winter 1000–0.710.15–1.018–0.404–4.66<0.0001
Weight0.190.13–0.0680.4411.470.14760.619
Winter 5000–0.650.13–0.902–0.392–5.11<0.0001
Female
Weight0.130.10–0.0690.3391.330.18910.689
SOLA–0.750.10–0.950–0.542–7.37<0.0001
Weight0.150.11–0.0640.3651.410.16430.657
Ann 1000–0.710.11–0.929–0.500–6.71<0.0001
Weight0.160.11–0.0670.3781.400.16700.634
Ann 5000–0.700.11–0.919–0.473–6.29<0.0001
Weight0.170.17–0.1700.5151.020.31460.430
Summer 00.520.170.1740.8593.040.0040
Weight0.270.17–0.0720.6121.590.11850.389
Summer 10000.400.170.0570.7412.350.0231
Weight0.590.140.3120.8594.310.00010.316
Summer 5000–0.060.14–0.3350.213–0.450.6545
Weight0.170.17–0.1720.5131.000.32120.431
Winter 0–0.520.17–0.861–0.176–3.050.0038
Weight0.060.16–0.2540.3740.390.70130.514
Winter 1000–0.670.16–0.985–0.357–4.300.0001
Weight0.170.13–0.0880.4351.340.18810.542
Winter 5000–0.610.13–0.876–0.353–4.73<0.0001

[i] SOLA: Annual mean solar radiation.

Ann 1000–5000: Annual mean effective day length at 1000 to 5000 lx.

Summer 0–5000: Summer effective day length at 0 (possible sunshine duration) to 5000 lx (April to September).

Winter 0–5000: Winter effective day length at 0 (possible sunshine duration) to 5000 lx (October to March).

DOI: https://doi.org/10.5334/jcr.142 | Journal eISSN: 1740-3391
Language: English
Published on: Nov 11, 2016
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2016 Masana Yokoya, Yukito Higuchi, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.