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REVIEW

Genetic Markers Associated with Postpartum Depression: A Review

ORCID Icon, & ORCID Icon
Pages 281-293 | Received 06 Aug 2023, Accepted 24 Jan 2024, Published online: 15 Feb 2024

Abstract

Postpartum depression (PPD) is a common illness in mothers after childbirth. PPD negatively affect the mother’s quality of life and the bond with the infant, which can interfere with the infant’s emotional, social, and cognitive development. PPD is caused by various biological and psychosocial factors. The aim of this review is to summarize the latest evidence of the associations between genetic polymorphisms and PPD. PubMed and Scopus were used as the literature search databases for this review. The keywords used were postpartum depression, postnatal depression, genetic, and polymorphism. Twenty-seven articles were reviewed after screening and applying the inclusion criteria. As results, the serotonin gene (5-HTTLPR) and oxytocin genes (OXTR) have the most significant associations with PPD among other genes. Further research on PPD biomarkers should be conducted to diagnose and treat PPD patients.

Introduction

The first 6 weeks after a mother gives birth is the postpartum period, during which her reproductive organs return to their pre-pregnancy state.Citation1 This period is also known as the fourth trimester or puerperium.Citation1 Depression is a mood disorder that begins with the emergence of frustration due to unresolved stress symptoms.Citation2 This condition is characterized by feelings of sadness, loneliness, despair, regret, and so on.Citation2 Postpartum depression (PPD) is a psychological problem commonly experienced by a mother after childbirth. PPD is typically marked by feelings of sadness, significant weight changes, fatigue, and decreased mood.Citation3

AnokyeCitation4 reported that the prevalence of PPD is difficult to determine due to various factors. However, PPD is a common occurrence in women within 12 months following childbirth.Citation4 Zhao and ZhangCitation5 showed that the risk factors for PPD are violence and abuse, gestational diabetes, immigrant status, cesarean section, vitamin D deficiency, lack of social support, multiple births, history of depression, and obesity.

Genetic polymorphisms and epigenetic modifications have been proposed to be potential PPD biomarkers.Citation6 Genetic biomarkers would allow for early detection to prevent the long-term effects of PPD and potentially develop specific therapies for patients.Citation6 In this review, original research from the past 10 years is examined to explore the relationship between PPD and genetic polymorphisms, aiming to summarize the latest evidence and determine which genetic polymorphisms significantly affect the PPD condition.

Methods

Data Sources and Search Strategy

PubMed and Scopus were used as the literature search databases for this review. To answer the question “Which genetic polymorphism has the most significant effect on the occurrence of postpartum depression”? The keywords used were (((postpartum depression) AND (postnatal depression)) AND (genetic)) AND (polymorphism). The publication date was limited to the last 10 years.

Inclusion Criteria

The literature included in this review met the following criteria: 1. reported original research; 2. investigated genetic polymorphisms; 3. either depression or an increase of PPD symptoms were measured; 4. studies were conducted in humans, and 5. English was used. shows the PRISMA flowchart for the literature search.

Figure 1 PRISMA flowchart for the literature search.

Figure 1 PRISMA flowchart for the literature search.

Results and Discussion

Studies on Genetic Polymorphisms Associated with PPD

shows the 27 selected original articles that investigated the association between genetic polymorphisms and PPD. The articles primarily used the Edinburgh postnatal depression scale (EPDS) to assess PPD disorder, whereas others used instruments, such as the Beck depression inventory (BDI), the Los Angeles symptoms checklist (LASC), and the patient health questionnaire (PHQ), among others. The number of participants ranged from 71 to 1983 for a total of 13,125. The participants were from Asia, Europe, and the USA.

Table 1 List of Articles

Serotonin

The serotonin transporter (5-HTT) acts as a key mediator and therapeutic target for various diseases associated with mental disorders.Citation34 Serotonin transporters inhibit serotonin transmission to the synaptic cleft through reuptake.Citation34 One of the polymorphisms studied in the context of PPD is the 5 HTT-linked polymorphic region (5-HTTLPR).Citation35 The incidence of low serotonin expression and transcriptional efficiency is associated with the short allele of 5-HTTLPR. Carriers of this 5-HTTLPR short allele are at high risk of developing a PPD disorder.Citation35

shows the studies conducted on the serotonin genes suspected to be associated with PPD in several countries including Italy, China, Brazil, USA, and Jordan. Of the five studies, three conducted research on the 5-HTTLPR gene. In these studies, an association was observed between gene polymorphisms and PPD based on each individual’s S and L alleles. Landoni reported that the SS genotype has the greatest effect on PPD, as it moderates PPD symptoms 2–4 months postpartum.Citation7 It is suspected that this genotype is directly or indirectly related to aspects of PPD.Citation7 Consistent with these findings, Hu showed that the 5-HTTLPR gene is not directly associated with PPD.Citation8 However, the interaction between the 5-HTTLPR gene polymorphism and changes in 17β-estradiol levels has a significant effect on the risk of PPD.Citation8 Women with the SS genotype experience a larger decrease in 17β-estradiol levels after childbirth, indirectly increasing the risk of PPD during the early and late postpartum period.Citation8

Table 2 Studies on Serotonin Genes

Pinheiro indicated that the LL genotype has a more significant effect on PPD.Citation9 The prevalence of PPD is higher in women with the LL genotype who experience stressful life events during pregnancy, while the SS genotype tends to be associated with PPD in postpartum women who have received psychiatric therapy.Citation9 This may be related to the indirect influence of the SS genotype on PPD, which is associated with 17β-estradiol.Citation9

Besides the 5-HTTLPR genotype, El-Ibiary reported that HTR2A single-nucleotide polymorphisms (SNPs) were most associated with PPD.Citation10 The most significant SNP is rs6311, where the T allele is protective and is found in PPD at a frequency of 0.19, compared to 0.49 in controls. Two other HTR2A SNPs are nominally associated with PPD, where the allele of the intronic SNP rs2070040 confers risk for PPD, while the allele of the non-synonymous SNP rs6314 protects PPD.Citation10 In contrast, no significant association is detected between the genotypes of the SLC6A4 polymorphism with the L and S alleles and PPD (p > 0.05).Citation11

The varied results of the five studies indicate that not all serotonin genes are significantly associated with postpartum depression. Research on the 5-HTTLPR gene by Landoni, Hu, and Pinheiro at different times and locations showed contradictory results.Citation7–9 The blood samples were taken around 6 weeks after delivery, but using different cell types and DNA extraction methods may have led to the differing results. Landoni and Pinheiro reported an association between 5-HTTLPR and PPD,Citation7,Citation9 while Hu’s study showed different results.Citation8 Hu extracted and sequenced the genomic DNA using a phenol-chloroform method and PCR, respectively,Citation8 whereas Pinheiro extracted the DNA using a salting-out procedure and sequenced them using electrophoresis.Citation7

COMT and MAO-A

Catechol-O-methyltransferase (COMT) and monoamine oxidase A (MAO-A) degrade neurotransmitters, such as dopamine, adrenaline, and noradrenaline, as well as catechol estrogens and external catechols, within the brain.Citation12 The Val158Met polymorphism, which is a variation of the COMT and MAO-A genes, has been widely studied concerning the pathogenesis of PPD.Citation36,Citation37

The COMT Val158Met functional polymorphism is a genetic marker that may be associated with the corticolimbic monoaminergic neuroanatomical and neurochemical basis of prepulse inhibition (PPI). PPI is a neurophysiological measure of sensorimotor gating, where a weak stimulus (prepulse) suppresses the startle response to a stronger startle stimulus. It is believed to be linked to the dysfunction in the sensorimotor gating mechanism and is associated with various psychiatric and neurological disorders.Citation12 Comasco reported that pregnant women displayed more marked effect of COMT genotype on PPI, which is associated with PPD. However, there was no significant association between the COMT genotype and postpartum depression, thus a future research on this gene should be conducted.Citation12

presents these two studies on the relationship between the COMT gene and PPD, in which one of them was conducted in Sweden over a period of three years with pregnant and non-pregnant women as participants. The results of cohort and longitudinal studies indicate no significant relationship between the EPDS score and the rs4680 COMT polymorphism.Citation12,Citation13

Table 3 Studies on COMT and MAO-A Genes

Estrogen Receptor

Estrogen contributes to PPD disorders by affecting serotonin transmission.Citation16 The Nurses Health Study demonstrated that the ESR1 and ESR2 genotypes are linked to the risk of depression, and the association was affected by the use of post-menopausal hormone therapy.Citation16 Additionally, a higher occurrence of major PPD disorder was observed among individuals with these genotypes.Citation16,Citation35

presents studies on the association between the estrogen receptor (ER) genes and PPD in China and Canada, with the majority of participants being of Caucasian and Chinese ethnicities. Among the four studies, there were variations in the types of gene polymorphisms examined, including the Pvu II gene and SNPs from ESR1 and ESR2. The ERα Pvu II gene polymorphism is correlated with the incidence of PPD. These results strengthen the evidence for the etiology of PPD as a modulation of serotonin signaling.Citation14

Table 4 Studies on Estrogen Receptor Genes

Pinsonneault reported an association between TA-repeats and the ESR1 polymorphism (rs2077647) with PPD (p=0.007 and p=0.03).Citation31 However, in another study on the rs2077647, Tan’s study, gene polymorphism indicated a very low risk for PPD.Citation16 This discrepancy likely arises from differences in study design, as Tan only included participants with EPDS scores < 7 in the control group, making the likelihood of experiencing PPD very low.Citation16 Additionally, in Tan’s study, all patient diagnoses were handled by psychiatrists.Citation16 In contrast, Pinsonneault utilized an unselected population of postpartum women and employed the Montgomery–Asberg Depression Rating Scale to assess PPD without psychiatric diagnoses.Citation15 Differences in race and environmental factors could account for the different findings in these studies. Schneider researched the rs488133 SNP from ESR1.Citation13 No association was found between the ESR1 rs488133 polymorphism and PPD.Citation13

Oxytocin

Studies on the oxytocin (OXT) system concerning PPD have become a focus. The oxytocin receptor (OXTR) has a vital function in regulating anxiety and stress and could be affected by various hormonal fluctuations and psychosocial factors associated with reproduction,Citation6 making the OXTR a promising area of study for PPD pathophysiologies.Citation6

shows five studies on OXTR gene polymorphisms, with participants predominantly of Caucasian, Latina, and Chinese ethnicities. Of the five studies, three indicated a relationship between the OXTR gene polymorphism and PPD, while the remaining two did not. Jonas et al examined two distinct groups of mothers from the Maternal Adversity, Vulnerability, and Neurodevelopment trial conducted in Hamilton and Montreal, Canada.Citation17 In the Hamilton dataset, a significant correlation was found between OXT rs2740210 and the Childhood Trauma Questionnaire, which measures the level of abusive behavior by mothers toward their children and a manifestation of PPD, indicating an impact on depression (p≤0.002).Citation17 Moreover, mothers with the CC genotype displayed higher levels of depression than mothers with at least one A allele. The Montreal dataset yielded similar results, in which depression was observed in women with the CC genotype of OXT rs2740210 but not in women with at least one A allele.Citation17 Asherin et al conducted a study involving 104 postpartum women in the USA.Citation18 Their results also indicated that mothers with the GG genotype exhibited significantly higher average BDI-II scores compared to mothers with the AG/AA genotype (p=0.02).Citation18 Furthermore, the average BDI-II scores of mothers with GG infants were significantly higher than those with AG/AA infants (p=0.01).Citation18 Apter-Levy et al also reported the effect of the GG genotype, in which depressed mothers had a higher likelihood of possessing the GG risk genotype for OXTR rs2254298 than undepressed mothers (p=0.001).Citation20

Table 5 Studies on Oxytocin Genes

The remaining two studies conducted by Bhatti (USA)Citation19 and Comasco (Sweden) reported negative results.Citation38 The research conducted by Bhatti et al offered intriguing insight. Genetic variations in the OXTR system have been linked to differences in social functioning.Citation19 This research investigated whether rs53576 affects the relationship between low social support and symptoms of PPD. The interaction between the composite support measure (including support from the mother, father, and family) and OXTR rs53576 was not significant (p=0.07). However, the association between overall support and PPD symptoms was significantly stronger in the GG group than in the AA group (the same result as above regarding how possessing the GG genotype affects the occurrence of PPD; p=0.019). The participants’ rs2268498 genotype did not moderate the effect of social support on PPD symptoms (p=0.366).Citation19 The second study conducted by Comasco et al on 170 Swedish women showed that neither OXTR rs237885 nor OXTR rs53576 had any significant association with postpartum mood in this particular group (p<0.05 and p=1.0, respectively).Citation38

Mothers with the GG genotype exhibit significantly more PPD symptoms than mothers with the AG/AA genotype. Additionally, despite having the same gene studied, the differences in the results may be attributed to the use of different assessment tools. Using the EPDS resulted in no significant association between the OXTR polymorphism and PPD,Citation19,Citation38 while assessments with the CES-D and BDI indicated the opposite.Citation17,Citation18,Citation20

Glucocorticoids and CRH

This hypothesis suggests that after giving birth, the normal functioning of the hypothalamic-pituitary (HPA) axis fails to fully recover in women experiencing symptoms of PPD.Citation22 This is supported by the observation of diminished adrenocorticotropic hormone (ACTH) responses to corticotropin-releasing hormone (CRH) 6 and 12 weeks after childbirth, indicating prolonged suppression of the HPA axis.Citation22 The impaired signaling of molecules within the HPA axis, such as GR and CRH-R1, has been implicated in the development of various PPD disorders, including PPD.Citation22

explains three studies on gene polymorphisms, glucocorticoids, and CRH and their relationship with PPD with most of the participants were Caucasian and Chinese ethnicities. Significant associations were identified between the CRHR1(2) and BClI SNPs (p=0.003 and p=0.011, respectively), with allele frequencies that were higher in PPD patients at high risk.Citation22 Nevertheless, no indication was detected for a connection between the risk of PPD and the allele frequencies of the CRHR1(1), CRHR1(3), or ER22/23EK SNPs.Citation22

Table 6 Studies on Glucocorticoid and CRH Genes

However, two of the three studies conducted on the polymorphisms did not establish any association with PPD. Specifically, no significant association was observed between GR rs41423247 (BclI), and CRHR1 rs242941 and the occurrence of PPD based on statistical analysis.Citation21 Furthermore, none of the examined haplotypes yielded significant results on the likelihood ratio test (NR3C1, p=0.78; FKBP5, p=0.45; CRHR1, p=0.61).Citation13

Hydroxysteroid Dehydrogenase

Recent studies have implicated the involvement of 11β-hydroxysteroid dehydrogenase 1 (11β-HSD1) in the development of perinatal depression and the subsequent behavior of offspring.Citation23 This enzyme is responsible for converting inactive cortisone into active cortisol, thus contributing to the underlying mechanisms of these conditions.Citation23 One study detected a correlation between high evening salivary cortisol levels, a specific genetic variation in HSD11B1, and depression,Citation39 suggesting that 11β-HSD1 regulates the HPA axis and may contribute to susceptibility to depression.Citation39

Two studies conducted in Sweden () followed the initial hypothesis. Iliadis et al detected a positive correlation between the GG genotype and the presence of PPD symptoms (p=0.01).Citation24 Skalkidou et al demonstrated an association between HSD11B1 SNPs and the EPDS scores at postpartum week 6 and month 633. The rs12565406 SNP was significantly related to the EPDS score in postpartum week 6 and month 6 (p=0.0015 and p=0.029, respectively), rs10863782 was significantly related to the EPDS score in postpartum month 6 (p=0.034), and rs4844488 was significantly related to the EPDS score in postpartum week 6 (p=0.024). However, other SNPs that were also tested, including rs846908, rs701950, rs11119328, rs10863785, and rs3753519 showed a significant threshold of p>0.05.Citation25 These results indicate no significant association between these SNPs and PPD.Citation25

Table 7 Studies on Hydroxysteroid Dehydrogenase Genes

Others

shows that several studies have been conducted on other genes that are suspected to have significant associations with PPD. DuanCitation26 indicated that the α2AAR rs13316046 polymorphism is associated with PPD. That study reported that women with the α2AAR rs13316046AA genotype have a significantly greater risk of PPD than women with the AG and GG genotypes.Citation26 The observed effect of the A > G polymorphism may be attributed to changes in the binding capacity of miR-646, which affects the transcription levels of α2AAR.Citation26 PPD symptoms are significantly associated with specific SIRT2 and SIRT6 polymorphisms. The SIRT2 polymorphisms at rs2873703 (TT genotype) and rs4801933 (TT genotype), as well as the SIRT6 polymorphisms at rs350846 (CC genotype) and rs107251 (TT genotype), are correlated with PPD symptoms (p < 0.05).Citation27 Sirtuins are involved in histone deacetylation, relying on NAD+ as a cofactor. Sirtuins deacetylate proteins other than histones.Citation27

Table 8 Studies on Other Genes

SkalkidouCitation25 observed an association between PPD and polymorphisms in the SERPINA6 gene, specifically SNP rs8022616. This particular SNP was correlated with PPD symptoms during gestational week 17 and at 6 weeks postpartum.Citation25 The results of a study on kynurenine-3-monooxygenase (KMO) showed that the incidence of PPD symptoms was 7.3% in the Chinese population.Citation28 Individuals with PPD symptoms exhibited higher levels of serum 3-HK and the 3-HK/KYN ratio compared to postpartum women without PPD symptoms (p<0.05).Citation35 Additionally, the presence of a specific KMO rs1053230 polymorphism was associated with the occurrence of PPD symptoms (p<0.05).Citation28

Duan et al revealed that the prevalence of PPD symptoms was 6.9% in the Chinese population, due to increasing indoleamine 2.3-dioxygenase activity (p<0.05), compared with women without PPD symptoms.Citation30 That study also revealed that the occurrence of PPD was significantly linked to the IDO1 rs10108662 variant (p<0.05).Citation30 Quan et al conducted a study on eight different SNPs on KAT polymorphisms and reported that there was no significant association between women with PPD and any of the SNPs.Citation31

Tan et al found a significant difference in the genotypic distribution between subjects and the RA1 gene CAG/CAA repeat (p=0.031).Citation33 Additionally, a correlation was observed between the 14-repeat allele and PPD (p=0.016).Citation33 Univariate analysis conducted by Ping et al showed that polymorphisms in the GRIN2B genes rs3026174, rs1805476, and rs4522263 were associated with PPD symptoms (p<0.05). The GRIN2B gene rs4522263 was associated with the idea of self-harm by the mother.Citation32 The GRIN3A allele is not associated with PPD symptoms.Citation32

Three studies reported that specific gene polymorphisms did not correlate significantly with PPD. PillaiCitation29 demonstrated the potential association between genetic variants (rs7041 and rs4588) in the vitamin D binding protein (VDBP) and susceptibility to PPD, alongside their potential association with serum vitamin D and VDBP levels in Indian women with PPD. These findings indicate that the VDBP polymorphisms rs4588 and rs7041 and their haplotypes do not exhibit any significant association with PPD susceptibility in the South Indian population.Citation29 Three haplotypes were created by reconstructing SNPs in the PGR and CYP19A1 genes (the most common haplotypes were GG and TC, respectively).Citation13 No significant correlation was found between the EPDS and the two SNPs.Citation13 No significant relationship was observed between TPH1 (A218C) in the studied population and the incidence of PPD (p>0.05).Citation11

Future Directions

Genes that are associated with PPD could potentially be used as biomarkers for diagnosis to ensure that patients receive appropriate treatment based on their specific gene polymorphisms. We suggest that further research be conducted with standardized methods for all genes, including in participant selection, DNA extraction, genotyping, and the use of the same assessment tools, particularly the serotonin (5-HTTLPR) and oxytocin genes (OXTR), which have major effects on PPD. In addition, conducting future research with a larger sample size than necessary will better represent the population and provide more accurate results.

Conclusion

Research conducted over the past few years has shown correlations between gene polymorphisms and depression experienced by postpartum women. Particular SNPs have a significant effect on PPD, while others lack any association with PPD. Based on the 27 reviewed articles, it is known that the gene polymorphisms that have the most significant effect on PPD are those in the serotonin (5-HTTLPR) and oxytocin genes (OXTR).

Disclosure

The authors report no conflicts of interest in this work.

Additional information

Funding

This study is supported by the Academic Leadership Grant from Universitas Padjadjaran, Indonesia, Grant Number 1549/UN6.3.1/PT.00/2023.

References

  • McGraw-Hill. Maternal-Newborn Nursing Demystified. Johnson, JY: McGraw-Hill; 2014.
  • Lakkis NA, Dina MM. Screening instruments for depression in primary care: a concise review for clinicians. Postgraduate Med. 2015;127(1):99–106. doi:10.1080/00325481.2015.992721
  • Mughal S, Azhar Y, Siddiqui W. Postpartum Depression. StatPearls Publishing; 2022.
  • Anokye R, Acheampong E, Budu-Ainooson A, Obeng EI, Akwasi AG. Prevalence of postpartum depression and interventions utilized for its management. Ann Gen Psychiatry. 2018;17(1):1–8. doi:10.1186/s12991-018-0188-0
  • Zhao XH, Zhang ZH. Risk factors for postpartum depression: an evidence-based systematic review of systematic reviews and meta-analyses. Asian J Psychiatr. 2020;53:102353. doi:10.1016/j.ajp.2020.102353
  • Kimmel M, Clive M, Gispen F, et al. Oxytocin receptor DNA methylation in postpartum depression. Psychoneuroendocrinology. 2016;69:150–160. doi:10.1016/j.psyneuen.2016.04.008
  • Landoni M, Missaglia S, Tavian D, Ionio C, Di Blasio P. Influence of 5-HTTLPR polymorphism on postpartum depressive and posttraumatic symptoms. Psychiatric Genetics. 2022;32(1):9–14. doi:10.1097/YPG.0000000000000299
  • Hu J, Zhou B, Li Y, et al. The interaction between estradiol change and the serotonin transporter gene (5-HTTLPR) polymorphism is associated with postpartum depressive symptoms. Psychiatric Genetics. 2019;29(4):97–102. doi:10.1097/YPG.0000000000000222
  • Pinheiro RT, Coelho FM, Silva RA, et al. Association of a serotonin transporter gene polymorphism (5-HTTLPR) and stressful life events with postpartum depressive symptoms: a population-based study. J Psychosom Obstet Gynaecol. 2013;34(1):29–33. doi:10.3109/0167482X.2012.759555
  • El-Ibiary SY, Hamilton SP, Abel R, Erdman CA, Robertson PA, Finley PR. A pilot study evaluating genetic and environmental factors for postpartum depression. Innovations Clin Neurosci. 2013;10(9–10):15–22.
  • Khabour O, Amarneh B, Bani Hani E, Lataifeh I. Associations Between Variations in TPH1, TPH2 and SLC6A4 Genes and Postpartum Depression: a Study in the Jordanian Population. Balkan j Med Genetics. 2013;16(1):41–48. doi:10.2478/bjmg-2013-0016
  • Comasco E, Hellgren C, Olivier J, Skalkidou A, Sundstrom Poromaa I. Supraphysiological hormonal status, anxiety disorders, and COMT Val/Val genotype are associated with reduced sensorimotor gating in women. Psychoneuroendocrinology. 2015;60:217–223. doi:10.1016/j.psyneuen.2015.06.019
  • Schneider MO, Pretscher J, Goecke TW, et al. Genetic variants in the genes of the sex steroid hormone metabolism and depressive symptoms during and after pregnancy. Arch Gynecol Obstet. 2023;307(6):1763–1770. doi:10.1007/s00404-022-06644-8
  • Zou T, Zhang J, Xie Y, Chen J, Xia G. Correlation research on Estrogen receptor α gene and Xba I Pvu II and PPD. Int J Clin Exp Med. 2016;9:4563–4568.
  • Pinsonneault JK, Sullivan D, Sadee W, Soares CN, Hampson E, Steiner M. Association study of the estrogen receptor gene ESR1 with postpartum depression--a pilot study. Arch Womens Ment Health. 2013;16(6):499–509. doi:10.1007/s00737-013-0373-8
  • Tan EC, Lim HW, Chua TE, Tan HS, Lee TM, Chen HY. Investigation of variants in estrogen receptor genes and perinatal depression. Neuropsychiatr Dis Treat. 2018;14:919–925. doi:10.2147/NDT.S160424
  • Jonas W, Mileva‐Seitz V, Girard AW, et al. Genetic variation in oxytocin rs2740210 and early adversity associated with postpartum depression and breastfeeding duration. Genes, Brain and Behavior. 2013;12(7):681–694. doi:10.1111/gbb.12069
  • Asherin RM, Everhart KD, Stophaeros SL, et al. Associations between maternal depression and mother and infant oxytocin receptor gene (OXTR_rs53576) polymorphisms. Dev psychobiol. 2020;62(4):496–504. doi:10.1002/dev.21938
  • Bhatti P, Delaney T, Poulin M, Hahn-Holbrook J. Oxytocin receptor gene (OXTR) and father support interact to predict depressive symptoms postpartum. Biological Psychology. 2019;147:107686. doi:10.1016/j.biopsycho.2019.03.015
  • Apter-Levy Y, Feldman M, Vakart A, Ebstein RP, Feldman R. Impact of maternal depression across the first 6 years of life on the child’s mental health, social engagement, and empathy: the moderating role of oxytocin. Am j Psychiatry. 2013;170(10):1161–1168. doi:10.1176/appi.ajp.2013.12121597
  • Tan EC, Chua TE, Lee TM, Tan HS, Ting JL, Chen HY. Case-control study of glucocorticoid receptor and corticotrophin-releasing hormone receptor gene variants and risk of perinatal depression. BMC Pregnancy Childbirth. 2015;15:283. doi:10.1186/s12884-015-0720-z
  • Engineer N, Darwin L, Nishigandh D, Ngianga-Bakwin K, Smith SC, Grammatopoulos DK. Association of glucocorticoid and type 1 corticotropin-releasing hormone receptors gene variants and risk for depression during pregnancy and post-partum. J Psychiatr Res. 2013;47(9):1166–1173. doi:10.1016/j.jpsychires.2013.05.003
  • Schneider M, Engel A, Fasching PA, et al. Genetic variants in the genes of the stress hormone signalling pathway and depressive symptoms during and after pregnancy. Biomed Res Int. 2014;2014:469278. doi:10.1155/2014/469278
  • Iliadis SI, Comasco E, Hellgren C, Kollia N, Sundström Poromaa I, Skalkidou A. Associations between a polymorphism in the hydroxysteroid (11-beta) dehydrogenase 1 gene, neuroticism and postpartum depression. J Affective Disorders. 2017;207:141–147. doi:10.1016/j.jad.2016.09.030
  • Skalkidou A, Poromaa IS, Iliadis SI, et al. Stress-related genetic polymorphisms in association with peripartum depression symptoms and stress hormones: a longitudinal population-based study. Psychoneuroendocrinology. 2019;103:296–305. doi:10.1016/j.psyneuen.2019.02.002
  • Duan KM, Fang C, Yang SQ, et al. Genetic Polymorphism of rs13306146 Affects α2AAR Expression and Associated With Postpartum Depressive Symptoms in Chinese Women Who Received Cesarean Section. Front Genetics. 2021;12:675386. doi:10.3389/fgene.2021.675386
  • Luo SC, Duan KM, Fang C, et al. Correlations Between SIRT Genetic Polymorphisms and Postpartum Depressive Symptoms in Chinese Parturients Who Had Undergone Cesarean Section. Neuropsychiatr Dis Treat. 2020;16:3225–3238. doi:10.2147/NDT.S278248
  • Wang SY, Duan KM, Tan XF, et al. Genetic variants of the kynurenine-3-monooxygenase and postpartum depressive symptoms after cesarean section in Chinese women. J Affect Disord. 2017;215:94–101. doi:10.1016/j.jad.2017.03.023
  • Pillai RR, Sharon L, Wilson AB, et al. Association of VDBP (rs4588 and rs7041) gene polymorphisms with susceptibility to postpartum depression in South Indian population: a cross-sectional study. Psychiatry Res. 2022;316:114713. doi:10.1016/j.psychres.2022.114713
  • Duan KM, Wang SY, Yin JY, et al. The IDO genetic polymorphisms and postpartum depressive symptoms: an association study in Chinese parturients who underwent cesarean section. Arch Women’s Mental Health. 2019;22:339–348. doi:10.1007/s00737-018-0898-y
  • Quan C, Wang S, Duan K, et al. The role of kynurenine pathway and kynurenic aminotransferase alleles in postpartum depression following cesarean section in Chinese women. Brain Behav. 2020;10(4):e01566. doi:10.1002/brb3.1566
  • Ping A, Yang M, Xu S, et al. Correlations between GRIN2B and GRIN3A gene polymorphisms and postpartum depressive symptoms in Chinese parturients undergoing cesarean section: a prospective cohort study. J Psychosom Res. 2023;168:111210. doi:10.1016/j.jpsychores.2023.111210
  • Tan EC, Tan HS, Chua TE, et al. Association of premenstrual/menstrual symptoms with perinatal depression and a polymorphic repeat in the polyglutamine tract of the retinoic acid induced 1 gene. J Affect Disord. 2014;161:43–46. doi:10.1016/j.jad.2014.03.006
  • Nagayasu K. Serotonin transporter: recent progress of in silico ligand prediction methods and structural biology towards structure-guided in silico design of therapeutic agents. J Pharmacol Sci. 2022;148(3):295–299. doi:10.1016/j.jphs.2022.01.004
  • Yim IS, Tanner Stapleton LR, Guardino CM, Hahn-Holbrook J, Dunkel Schetter C. Biological and psychosocial predictors of postpartum depression: systematic review and call for integration. Annu Rev Clin Psychol. 2015;11:99–137. doi:10.1146/annurev-clinpsy-101414-020426
  • Antypa N, Drago A, Serretti A. The role of COMT gene variants in depression: bridging neuropsychological, behavioral and clinical phenotypes. Neurosci Biobehav Rev. 2013;37(8):1597–1610. doi:10.1016/j.neubiorev.2013.06.006
  • Domschke K, Tidow N, Schwarte K, et al. Pharmacoepigenetics of depression: no major influence of MAO-A DNA methylation on treatment response. J Neural transm. 2015;122(1):99–108. doi:10.1007/s00702-014-1227-x
  • Comasco E, Gulinello M, Hellgren C, Skalkidou A, Sylven S, Sundström-Poromaa I. Sleep duration, depression, and oxytocinergic genotype influence prepulse inhibition of the startle reflex in postpartum women. Eur neuropsychopharmacol. 2016;26(4):767–776. doi:10.1016/j.euroneuro.2016.01.002
  • Dekker MJ, Tiemeier H, Luijendijk HJ, et al. The effect of common genetic variation in 11β-hydroxysteroid dehydrogenase type 1 on hypothalamic-pituitary-adrenal axis activity and incident depression. J Clin Endocrinol Metab. 2012;97(2):E233–E237. doi:10.1210/jc.2011-0601