Season of Birth Predicts Emotional and Behavioral Regulation in 18-Month-Old Infants: Hamamatsu Birth Cohort for Mothers and Children (HBC Study)

Background: Previous research has demonstrated that the season of birth may predict development of emotional and behavioral regulation during childhood or adolescence. This study examined whether the season of birth predicts effortful control (i.e., the ability to voluntarily choose course of actions during conflict and to plan for the future) and aggression (i.e., the use of physical force and expression of anger toward others) in 18-month-old infants.

Methods: Participants included 885 infants who were enrolled in the Hamamatsu Birth Cohort for Mothers and Children in Hamamatsu, Japan. Seasons of birth were categorized into winter (December, January, and February), spring (March, April, and May), summer (June, July, and August), and autumn (September, October, and November). At 18 months of age, effortful control was assessed using the Early Childhood Behavior Questionnaire, and aggression was measured using the Cardiff Infant Contentiousness Scale. Structural equation modeling analysis with measurement and structural equations was conducted to test our prediction.

Results: Effortful control was higher in infants born in spring [B = 0.095, 95% CI (0.014 to 0.175), p = 0.021, β = 0.146] and summer [B = 0.078, 95% CI (0.001 to 0.156), p = 0.049, β = 0.118] than in those born in winter. In addition, aggression was lower in those born in spring [B = −0.286, 95% CI (−0.551 to −0.021), p = 0.035, β = −0.135] than those born in winter, even after controlling for seven covariates.

Conclusion: The findings suggest that season of birth may determine development of emotional and behavioral regulation skills during early infancy. Future research should pay more attention to the underlying mechanisms of the effects of birth season on development of emotional and behavioral regulation during infancy.

Introduction

Previous studies have suggested that higher effortful control and lower aggression represent greater emotional and behavioral regulation skills. Effortful control refers to the ability to voluntarily choose a course of action under conditions of conflict and to plan for the future and detect errors. This includes maintaining attention to a particular activity, transferring attention to other activities, and controlling behavior under instruction (1). In contrast, aggression refers to the use of physical force and expression of anger directed at family members and peers (2). Findings revealed that effortful control and aggression emerge approximately at 1–3 years of age (3–5). In addition, it is possible that lower effortful control and higher aggression during infancy lead to antisocial behavior in childhood and later in life (3, 6, 7). Therefore, to support healthy development of children, it is important to understand the factors that influence effortful control and aggression, representing levels of emotional and behavioral regulation during early infancy.

Increasingly, the literature has demonstrated that season of birth may predict development of emotional and behavioral regulation during childhood or adolescence. Chotai et al. (8, 9) investigated the association between season of birth and temperament in a sample population in Sweden. The study found that adults, particularly women, who were born in summer had higher levels of temperament trait for novelty seeking and tended to show more interest in excitement, impulsiveness, extravagance, and disorderliness (10) than those born during the rest of the year. On the contrary, two other studies found that adolescent and young adult women who were born in winter displayed higher levels of novelty seeking than those born during the other three seasons (9, 11). It was also reported that adolescents in Japan who were born in winter had lower levels of agreeableness, which is one of the “Big Five” personality traits and is associated with greater anger and hostility (12), than those born during the rest of the year (13). Furthermore, university students in Hungary who were born in winter had lower levels of irritable temperament than those born during other seasons (14).

Although informative, these studies have mainly focused on children and adolescents and need to be extended to early infants, in order to understand development of emotional and behavioral regulation skills. If the particular season of birth decreases effortful control and increases aggression during infancy, these emotional and behavioral aspects of personality may increase antisocial behavior both in childhood and later in life (3, 6, 7). Therefore, we illuminate the predictive power of birth season on effortful control and aggression during infancy for early prediction and prevention of antisocial behavior later in life.

This study was conducted to examine whether season of birth affects emotional and behavioral regulation skills – higher effortful control and lower aggression – during early infancy. To this end, we recruited infants at 18 months of age using a representative birth cohort in Japan.

Materials and Methods

This study was conducted as part of the “Hamamatsu Birth Cohort for Mothers and Children (HBC Study).” The HBC Study has been described in detail elsewhere (15, 16) and is an ongoing cohort study in Hamamatsu, Japan. Pregnant women and their partners who were given a complete description of the study and agreed to participate in the study were enrolled and provided written informed consent. Once during the second trimester of pregnancy and 12 times in 8 years after delivery, we performed detailed face-to-face interviews and direct assessments in our two research sites: the Hamamatsu University Hospital and Kato Maternity Clinic. We had previously established that the participants of the HBC Study were representative of Japanese mothers in terms of age, socioeconomic status, history of major depressive disorders, and parity. Furthermore, the children were representative of Japanese children for birth weight and gestational age (15, 16).

Participants

We recruited all the pregnant women who were expected to give birth at the research sites and had a delivery between December 2007 and March 2011. Participants included 1,138 mothers who were first enrolled in the HBC Study and their infants aged 18 months. To keep all participants as independent observations, we excluded 19 mothers who delivered twins from the following analyses. Consequently, among 1,119 participants, 234 infants were not assessed for effortful control and aggression because they were not in contact with our research center or had canceled assessment at the age of 18 months due to poor health, a residential move, or death.

Our final sample comprised 885 infants. The following values were derived for the group of infants included (n = 885) and excluded (n = 253) in the analysis: mean age of mother (31.1 vs. 29.9 years), mean age of father (33.0 vs. 31.7 years), average household income (6.17 vs. 5.60 million JPY), maternal history of depression and/or anxiety disorder (yes 12.1 vs. 11.4%), gender of child (male 49.9 vs. 52.2%), older siblings (yes 54.6 vs. 51.4%), influenza by the age of 18 months (yes 8.5 vs. 0.0%), and food allergy by the age of 18 months (yes 8.6 vs. 0.0%).

Measures

We assessed emotional and behavioral regulation skills by two scales at 18 months of age. First, effortful control was assessed using the Early Childhood Behavior Questionnaire [ECBQ; (17)], which is a measure assessing temperament in children aged approximately 1–3 years. Effortful control consists of five dimensions: attention focusing (12 items; e.g., “When playing alone, how often did your child play with a set of objects for 5 min or longer at a time?”), attention shift (12 items; e.g., “During everyday activities, how often did your child seem able to easily shift attention from one activity to another?”), inhibitory control (12 items; e.g., “When told “no,” how often did your child stop an activity quickly?”), low-intensity pleasure (11 items; e.g., “During daily or evening quiet time with you and your child, how often did your child enjoy just being quietly sung to?”), and cuddliness (12 items; e.g., “When being gently rocked or hugged, how often did your child seem eager to get away?”). McDonald’s ω coefficients were 0.92, 0.77, 0.87, 0.78, and 0.92, respectively, indicating higher internal consistency reliability of each dimension. Interviewers rated the degree to which each statement applied to the participating infants using a five-point scale from 1 = never to 5 = always via face-to-face interviews with their caregivers. Ratings were averaged to yield each subscale score. Higher scores represent greater levels of effortful control during early infancy, thus, indicating better emotional and behavioral regulation skills.

Second, aggression was assessed using the Cardiff Infant Contentiousness Scale (CICS) (2). This is a measure assessing the use of physical force and expression of anger directed at family members and peers in children aged approximately 6 months–3 years. The CICS contains the following four items: “bites,” “hits out,” “has angry moods,” and “has temper tantrums.” Interviewers rated the degree to which each statement applied to the participating infants using a three-point scale from 0 = absent to 2 = definitely present via face-to-face interviews with their caregivers. Higher scores represent greater levels of aggression during early infancy, indicating less emotional and behavioral regulation skills.

As with previous research based on the HBC Study (18), the 12 months of the year of birth were categorized into four seasons: winter (December, January, and February), spring (March, April, and May), summer (June, July, and August), and autumn (September, October, and November).

For covariates, we opted for the following seven variables that have been reported to be associated with effortful control and aggression in the literature (3, 19) and were available in the HBC Study: maternal and paternal age, annual household income, maternal history of depression and/or anxiety disorders, infantile gender, and older brothers and sisters. The maternal history of depression and/or anxiety disorders was evaluated by trained interviewers using the Structured Clinical Interview for DSM-IV Axis I Disorders (20), as in previous studies (21, 22). All covariates were assessed during the second trimester of pregnancy, except for infantile gender.

Ethical Statement

The study protocol was approved by Hamamatsu University School of Medicine and the University Hospital Ethics Committee (No. 20-82, 21-114, 22-29, 24-67, 24-237, 25-143, 25-283, E14-062).

Statistical Analysis

First, we calculated the number and proportion of season (and month) of birth and examined descriptive statistics for subscales of effortful control and aggression by season (and month) of birth among early infants. Second, we conducted a series of structural equation modeling analyses with measurement and structural equations to test the effects of season of birth on effortful control and aggression in 18-month-old infants (Figure 1). Crude analyses did not incorporate an adjustment for any covariates, and analyses allowing for covariates included maternal and paternal age, annual household income, maternal history of depression and/or anxiety disorders, infantile gender, and older brothers and sisters. In addition to season of birth, we performed supplementary analysis to examine the effects of month of birth on effortful control and aggression in 18-month-old infants. The strength of effects of season (and month) of birth on effortful control and aggression were evaluated using partial regression coefficients B (i.e., the estimated effect of the predictor by one unit on the outcomes when simultaneously considering other predictors) and standardized partial regression coefficients β (i.e., the estimated effect of the predictor by one standard deviation on the outcomes when simultaneously considering other predictors, ranging from −1 to 1).

FIGURE 1

Figure 1. Structural equation modeling for the effects of birth season on effortful control and aggression in 18-month-old infants.

Stata, version 14.0 (23) was used for preliminary analyses, and Mplus 7.4 (24) was used for the structural equation modeling analyses. We considered p-values of <0.05 to be statistically significant.

Results

Characteristics of Participants

Table 1 shows the number and proportion of predictor variables and covariates in each subcategory of season (and month) of birth, and Table 2 indicates descriptive statistics for effortful control and aggression by season (and month) of birth. There were no significant differences between observed frequencies and expected frequencies for season of birth [χ² (3) = 0.431, p = 0.934], indicating that season of birth among the participating infants were equally distributed.

TABLE 1

Table 1. Number and proportion of predictors and covariates (N = 885).

TABLE 2

Table 2. Means and SDs for subscales of effortful control and aggression by season and month of birth (N = 885).

Does Season of Birth Predict Effortful Control and Aggression?

The adjustment model revealed that, even after controlling for covariates (Table 3), being born in spring was positively associated with effortful control [B = 0.095, 95% CI (0.014 to 0.175), p = 0.021, β = 0.146] and negatively associated with aggression [B = −0.286, 95% CI (−0.551 to −0.021), p = 0.035, β = −0.135]. This suggests that early infants who were born in spring had higher effortful control and lower aggression than those born in winter. In addition, those born in summer were positively associated with effortful control [B = 0.078, 95% CI (0.001 to 0.156), p = 0.049, β = 0.118], indicating that early infants who were born in summer had higher effortful control than those born in winter.

TABLE 3

Table 3. Predicting latent factors of effortful control and aggression by season of birth (N = 885).

Does Month of Birth Predict Effortful Control and Aggression?

As seen in Table 4, the adjustment model showed that early infants who were born in February [B = 0.122, 95% CI (0.003 to 0.242), p = 0.045, β = 0.126], April [B = 0.173, 95% CI (0.047 to 0.298), p = 0.007, β = 0.178], May [B = 0.194, 95% CI (0.056 to 0.332), p = 0.006, β = 0.185], August [B = 0.214, 95% CI (0.086 to 0.342), p = 0.001, β = 0.187], and September [B = 0.123, 95% CI (0.007–0.239), p = 0.037, β = 0.133] had higher effortful control than those born in January. In addition, early infants who were born in April [B = −0.539, 95% CI (−0.953 to −0.126), p = 0.011, β = −0.184], May [B = −0.625, 95% CI (−1.053 to −0.197), p = 0.004, β = −0.197], and September [B = −0.545, 95% CI (−0.884 to −0.206), p = 0.002, β = −0.193] had lower aggression than those born in January.

TABLE 4

Table 4. Predicting latent factors of effortful control and aggression by month of birth (N = 885).

Discussion

We investigated whether season of birth affects emotional and behavioral regulation skills – higher effortful control and lower aggression – in 18-month-old infants using a Japanese birth cohort. The study demonstrated that effortful control was better for those born in spring (in particular April and May) and summer (in particular August) than in those born in winter. Furthermore, the propensity for aggression was lower in those born in spring (in particular April and May) than in those born in winter. These findings were observed even after considering maternal and paternal age, annual household income, maternal history of depression and/or anxiety disorders, infantile gender, and older siblings, thus suggesting that spring and summer births are associated with increased emotional and behavioral regulation skills during early infancy. The current findings corroborate previous studies indicating that winter births are associated with impulsivity-related traits including higher novelty seeking behavior (9, 11) and lower agreeableness (13) during adolescence. However, to the best of our knowledge, no studies have reported similar results among young children at 18 months of age. This research provides novel empirical evidence and may have implications for the literature regarding season of birth and development of emotional and behavioral regulation during early infancy. Consequently, we discuss the results in terms of fluctuations or variability rather than a cyclic nature for season of birth.

Although the coefficients were statistically significant, the magnitude of the effects of birth season on effortful control and aggression in 18-month-old infants seemed to be weak regardless of inclusion or exclusion of covariates because of generally low standardized partial regression coefficients that range from −1 to 1. These findings can be interpreted in three ways. One explanation is that season of birth has limited influences on development of emotional and behavioral regulation skills at 18 months after births. Therefore, because our results may be due to chance, caution is needed in interpreting the role of season of birth in emotional and behavioral regulation skills in early infants.

The second explanation is that the findings may stem from the effect of season of measurement, rather than season of birth. Births in spring and summer represent measurements in autumn and winter taking place at 18 months after birth, respectively. In addition, our research site is located in the Northern Hemisphere (34°42′N 137°43′′E), and warmer months with an average temperature above 15°C are usually recorded from May to October, as seen in Table 5 (25). This suggests that the patriating infants who were born in May experience 12 warmer months by 18 months of age, compared to those born in winter. A recent study reported that warmer weather accelerated neurodevelopment during early infancy in general (18). These facts suggest that infants have higher effortful control and lower aggression if measurements occur in autumn and winter than in other seasons. Therefore, it is possible that our results simply reflect season of measurement variations in emotional and behavioral regulation during infancy. However, to an extent, this possibility can be excluded because those born in August (a part of summer) and September (a part of autumn) displayed higher effortful control and lower aggression in 18-month-old infants.

TABLE 5

Table 5. Monthly change in temperature, humidity, and sunshine rate from 1985 to 2015 in Hamamatsu, Japan (25).

The third explanation, which we consider most likely, is that season of birth may be associated with emotional and behavioral regulation during infancy via other factors that we did not investigate in this study. Such factors that connect season of birth with effortful control and aggression during infancy include maternal postpartum depressive symptoms and parenting style. It has been suggested that childbirth in winter is a risk factor for maternal postpartum depressive symptoms (26). Maternal postpartum depressive symptoms were also associated with less responsiveness to child distress, unsatisfactory breast-feeding patterns, and undesirable sleep practices in the infant (27). Thus, mothers with new babies who were born in winter may be more likely to experience postpartum depressive symptoms than other mothers, which consequently may result in such undesirable parenting. As a result, infants who have mothers displaying undesirable parenting may have lower levels of effortful control and higher levels of aggression. However, unfortunately, we have no data regarding this possibility. In order to test our interpretation, it is important to examine the effects of maternal postpartum depressive symptoms and parenting style.

Although we found that early infants who were born during warmer seasons had higher effortful control and lower aggression, the exact biological mechanisms are still unknown. If season of birth predicts higher effortful control and lower aggression, this may stem from seasonal variation of serotonin (5-HT) activity, as suggested by previous research (9). Previous reviews have suggested that an increase in 5-HT concentrations in cerebrospinal fluid is associated with less impulsive and aggressive behavior (28, 29). Seasonality of 5-hydroxyindoleacetic acid concentrations in cerebrospinal fluid, a major metabolite of 5-HT, also displayed a peak in spring and a trough in autumn (30, 31). Therefore, future studies need to investigate whether season of birth can influence 5-HT function, which may be related to emotional and behavioral regulation in infants at 18 months of age.

There are some limitations to this study that should be addressed. First, the generalizability of our findings based on the HBC Study may be restricted because the sample size was modest. Nevertheless, power analyses indicated that the number of participants in the four seasonal subgroups showed sufficient power (>80%) to detect significant effects (α = 0.05). Second, this study did not clarify the direction of causality between the variables because we did not evaluate changes over time in effortful control and aggression. Consequently, the findings that season of birth predicts effortful control and aggression in 18-month-old infants should be carefully interpreted. Effortful control and higher levels of aggression are expected to emerge from 1 to 3 years of age (3, 5); thus, it is interesting to repeatedly measure these variables in this age range in future studies. Third, we did not assess other traits regarding emotional and behavioral regulation skills including negative emotionality, novelty seeking behavior, and executive dysfunction, which may be also related to antisocial behavior in later developmental stages. Future research is needed to replicate the effects of birth season on other emotional and behavioral regulation measures in infants.

Despite these limitations, the current study has a number of methodological strengths, including (a) a general population sample in Japan, (b) a prospective study design from the second trimester of pregnancy to 18 months after birth, and (c) face-to-face interviews to measure effortful control and aggression. These strengths endorse the fact that our results are highly valid.

In conclusion, 18-month-old infants who were born in spring and summer had higher levels of emotional and behavioral regulation skills, e.g., greater effortful control and less aggression, compared with those born in winter. Further research should focus on the underlying mechanisms of the effects of birth season on development of emotional and behavioral regulation during infancy.

Author Contributions

RA performed the statistical analysis and wrote the first draft of the manuscript. KT contributed to all aspects of this study, including the design, data collection and analysis, and drafting. NT provided administrative support and critical comments on the study design, data collection, and drafting. TH, YK, RN, CN, AO, YS, ST, and NM contributed to the preparation of the protocol, data collection, and interpretation of the results. All authors approved the final manuscript.

Conflict of Interest Statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

The authors would like to thank Dr. Tetsuo Kato of the Kato Maternity Clinic for conducting the HBC. The authors are also grateful to Drs. N. Kanayama, H. Itoh, K. Sugihara, M. Sugimura, K. Takeuchi, K. Suzuki, Y. Murakami, Y. Koumura, Y. Miyabe, K. Hirai, Y. Nakamura, R. Koizumi, H. Murakami, Y. Kobayashi, and K. Muramatsu, and all the attending obstetricians for enrolling pregnant women to participate in the study. The authors thank the chief midwife, Ms. Kiyomi Hinoki, and all the midwives and staff at the maternity clinic of the Hamamatsu University School of Medicine, for enrolling participants and facilitating recruitment. The HBC study team includes Ms. N. Kodera, E. Higashimoto, A. Nakamura, E. Kawai, Y. Osuka, T. Nishimura, S. Aoyagi, Y. Sagawa, T. Isobe, M. Yamashita, R. Takabayashi, T. Mori, H. Muraki, M. Narumiya, M. Honda, E. Sato, C. Nishizawa, Drs. Y. Kameno, T. Wakuda, D. Kurita, K. Takebayashi, Y. Iwata, K. Wakusawa, K. Yamada, S. Takagai, K. Suzuki, T. Sugiyama, M. Tsujii, A. A. Pillai, T. Ismail, K. Matsumoto, K. Iwata, C. Shimmura, Y. K. Kuroda, Y. Yoshihara, S. Yamamoto, M. Kawai, K. Nakamura, H. Matsuzaki, G. Sugihara, S. Suda, K. Hirano, Y. Endoh, and T. Suzuki.

Funding

Funding for this study was provided by a Grant-in-Aid for Young Scientists (B) (No. 15K19222: RA) and Scientific Research (C) (No. 25461758: KT) from the Ministry of Education, Culture, Sports, Science and Technology, Japan and by the Ministry of Health, Welfare and Labor (No. H24-Jisedai-Ippan-004: KT). These funding sources had no role in the study design; in the collection, analysis and interpretation of the data; in the writing of the report; or in the decision to submit the paper for publication.

References

1. Rothbart MK. Temperament, development, and personality. Curr Dir Psychol Sci (2007) 16:207–12. doi:10.1111/j.1467-8721.2007.00505.x

CrossRef Full Text | Google Scholar

2. Hay DF, Perra O, Hudson K, Waters CS, Mundy L, Phillips R, et al. Identifying early signs of aggression: psychometric properties of the Cardiff Infant Contentiousness Scale. Aggress Behav (2010) 36:351–7. doi:10.1002/ab.20363

PubMed Abstract | CrossRef Full Text | Google Scholar

3. Eisenberg N, Smith CL, Spinrad TL. Effortful control: Relations with emotion regulation, adjustment, and socialization in childhood. 2nd ed. In: Vohs KD, Baumeister RF, editors. Handbook of Self-Regulation: Research, Theory, and Applications. New York, NY: Guilford Press (2011). p. 263–83.

Google Scholar

4. Hay DF, Waters CS, Perra O, Swift N, Kairis V, Phillips R, et al. Precursors to aggression are evident by 6 months of age. Dev Sci (2014) 17:471–80. doi:10.1111/desc.12133

PubMed Abstract | CrossRef Full Text | Google Scholar

5. Tremblay RE, Nagin DS, Séguin JR, Zoccolillo M, Zelazo PD, Boivin M, et al. Physical aggression during early childhood: trajectories and predictors. Pediatrics (2004) 114:e43–50. doi:10.1542/peds.114.1.e43

PubMed Abstract | CrossRef Full Text | Google Scholar

6. Macdonald KB. Effortful control, explicit processing, and the regulation of human evolved predispositions. Psychol Rev (2008) 115:1012–31. doi:10.1037/a0013327

PubMed Abstract | CrossRef Full Text | Google Scholar

7. Tremblay RE. Developmental origins of disruptive behaviour problems: the ‘original sin’ hypothesis, epigenetics and their consequences for prevention. J Child Psychol Psychiatry (2010) 51:341–67. doi:10.1111/j.1469-7610.2010.02211.x

CrossRef Full Text | Google Scholar

8. Chotai J, Forsgren T, Nilsson L-G, Adolfsson R. Season of birth variations in the temperament and character inventory of personality in a general population. Neuropsychobiology (2001) 44:19–26. doi:10.1159/000054909

PubMed Abstract | CrossRef Full Text | Google Scholar

9. Chotai J, Lundberg M, Adolfsson R. Variations in personality traits among adolescents and adults according to their season of birth in the general population: further evidence. Pers Individ Dif (2003) 35:897–908. doi:10.1016/S0191-8869(02)00306-9

CrossRef Full Text | Google Scholar

10. Cloninger CR, Svrakic DM, Przybeck TR. A psychobiological model of temperament and character. Arch Gen Psychiatry (1993) 50:975–90. doi:10.1001/archpsyc.1993.01820240059008

PubMed Abstract | CrossRef Full Text | Google Scholar

11. Chotai J, Jonasson M, Hägglöf B, Adolfsson R. The temperament scale of novelty seeking in adolescents shows an association with season of birth opposite to that in adults. Psychiatry Res (2002) 111:45–54. doi:10.1016/S0165-1781(02)00107-5

PubMed Abstract | CrossRef Full Text | Google Scholar

12. Ozer DJ, Benet-Martinez V. Personality and the prediction of consequential outcomes. Annu Rev Psychol (2006) 57:401–21. doi:10.1146/annurev.psych.57.102904.190127

PubMed Abstract | CrossRef Full Text | Google Scholar

13. Tochigi M, Marumo K, Hibino H, Otowa T, Kato C, Marui T, et al. Season of birth effect on personality in a general population. Neurosci Lett (2004) 365:120–3. doi:10.1016/j.neulet.2004.04.064

PubMed Abstract | CrossRef Full Text | Google Scholar

14. Rihmer Z, Erdos P, Ormos M, Fountoulakis KN, Vazquez G, Pompili M, et al. Association between affective temperaments and season of birth in a general student population. J Affect Disord (2011) 132:64–70. doi:10.1016/j.jad.2011.01.015

PubMed Abstract | CrossRef Full Text | Google Scholar

15. Tsuchiya KJ, Matsumoto K, Suda S, Miyachi T, Itoh H, Kanayama N, et al. Searching for very early precursors of autism spectrum disorders: the Hamamatsu Birth Cohort for Mothers and Children (HBC). J Dev Orig Health Dis (2010) 1:158–73. doi:10.1017/S2040174410000140

PubMed Abstract | CrossRef Full Text | Google Scholar

16. Takagai S, Tsuchiya KJ, Itoh H, Kanayama N, Mori N, Takei N, et al. Cohort profile: Hamamatsu Birth Cohort for Mothers and Children (HBC Study). Int J Epidemiol (2016) 45:333–42. doi:10.1093/ije/dyv290

CrossRef Full Text | Google Scholar

17. Putnam SP, Gartstein MA, Rothbart MK. Measurement of fine-grained aspects of toddler temperament: the Early Childhood Behavior Questionnaire. Infant Behav Dev (2006) 29:386–401. doi:10.1016/j.infbeh.2006.01.004

PubMed Abstract | CrossRef Full Text | Google Scholar

18. Tsuchiya KJ, Tsutsumi H, Matsumoto K, Takei N, Narumiya M, Honda M, et al. Seasonal variations of neuromotor development by 14 months of age: Hamamatsu birth cohort for mothers and children (HBC Study). PLoS One (2012) 7:e52057. doi:10.1371/journal.pone.0052057

PubMed Abstract | CrossRef Full Text | Google Scholar

19. Hay DF, Mundy L, Roberts S, Carta R, Waters CS, Perra O, et al. Known risk factors for violence predict 12-month-old infants’ aggressiveness with peers. Psychol Sci (2011) 22:1205–11. doi:10.1177/0956797611419303

PubMed Abstract | CrossRef Full Text | Google Scholar

20. First MB, Spitzer RL, Gibbon M, Williams JB. Structured clinical interview for DSM-IV Axis I Disorders (Version 2.0). Arlington, VA: American Psychiatric Publishing (1997).

Google Scholar

21. Asano R, Tsuchiya KJ, Takei N, Harada T, Kugizaki Y, Nakahara R, et al. Broader autism phenotype as a risk factor for postpartum depression: Hamamatsu Birth Cohort (HBC) Study. Res Autism Spectr Disord (2014) 8:1672–8. doi:10.1016/j.rasd.2014.08.010

CrossRef Full Text | Google Scholar

22. Matsumoto K, Tsuchiya KJ, Itoh H, Kanayama N, Suda S, Matsuzaki H, et al. Age-specific 3-month cumulative incidence of postpartum depression: the Hamamatsu Birth Cohort (HBC) Study. J Affect Disord (2011) 133:607–10. doi:10.1016/j.jad.2011.04.024

PubMed Abstract | CrossRef Full Text | Google Scholar

23. Statacorp. Statistical Software: Release 14. College Station, TX: StataCorp LP (2015).

Google Scholar

24. Muthén LK, Muthén BO. Mplus User’s Guide: Statistical Analysis with Latent Variables. 7th ed. Los Angeles, CA: Muthén & Muthén (1998-2012).

Google Scholar

25. Japan Meteorological Agency. Data Archive for Weather, Hamamatsu. Tokyo: Japan Meteorological Agency (2015).

Google Scholar

26. Yang S-N, Shen L-J, Ping T, Wang Y-C, Chien C-W. The delivery mode and seasonal variation are associated with the development of postpartum depression. J Affect Disord (2011) 132:158–64. doi:10.1016/j.jad.2011.02.009

PubMed Abstract | CrossRef Full Text | Google Scholar

27. Field T. Postpartum depression effects on early interactions, parenting, and safety practices: a review. Infant Behav Dev (2010) 33:1–6. doi:10.1016/j.infbeh.2009.10.005

PubMed Abstract | CrossRef Full Text | Google Scholar

28. Lucki I. The spectrum of behaviors influenced by serotonin. Biol Psychiatry (1998) 44:151–62. doi:10.1016/S0006-3223(98)00139-5

PubMed Abstract | CrossRef Full Text | Google Scholar

29. Van Goozen SH, Fairchild G, Snoek H, Harold GT. The evidence for a neurobiological model of childhood antisocial behavior. Psychol Bull (2007) 133:149–82. doi:10.1037/0033-2909.133.1.149

PubMed Abstract | CrossRef Full Text | Google Scholar

30. Luykx JJ, Bakker SC, Lentjes E, Boks MP, van Geloven N, Eijkemans MJ, et al. Season of sampling and season of birth influence serotonin metabolite levels in human cerebrospinal fluid. PLoS One (2012) 7:e30497. doi:10.1371/journal.pone.0030497

PubMed Abstract | CrossRef Full Text | Google Scholar

31. Luykx JJ, Bakker SC, van Geloven N, Eijkemans MJ, Horvath S, Lentjes E, et al. Seasonal variation of serotonin turnover in human cerebrospinal fluid, depressive symptoms and the role of the 5-HTTLPR. Transl Psychiatry (2013) 3:e311. doi:10.1038/tp.2013.84

PubMed Abstract | CrossRef Full Text | Google Scholar