Table 2 Top genes with converging evidence for involvement in puberty.

From: Salivary DNA methylation and pubertal development in adolescents

Gene Name

Identified in previous research?

Differentially methylated with puberty in current EWASs?

Description

Variants associated with younger menarche / voice break

Expression changes longitudinally with puberty

Methylation associated with age across mammalian species

Pubertal age: boys

Pubertal age: girls

Pubertal pace: boys

DCAKD

X

X

   

X

Involved in biosynthesis of coenzyme A; associated with schizophrenia and Parkinson’s

ZIC4

X

 

X

X

 

X

Transcription factor necessary for embryogenesis and cerebellar development; differentially methylated in neural tube defects

OSTM1

  

X

X

 

X

Bone remodeling and bone mass maintenance; mutations affect skeletal development

CSMD2

  

X

X

X

 

Involved in synaptic function; associated with schizophrenia

GATA4

  

X

X

X

X

Transcription factor involved in heart and testis development; epigenetically silenced in cancer

LMO3

X

 

X

X

  

Transcription co-factor that regulates adipogenesis

SMG6

X

 

X

X

  

Involved in telomere maintenance; necessary for spermatogenesis

RANBP17

X

 

X

X

X

 

Involved in spermatogenesis

BDNF

X

 

X

X

 

X

Critical for neuronal development and survival; involved in neurodegenerative disease and obesity

LIN28B

X

 

X

X

X

 

RNA-binding protein; maintains stem cell pluripotency; controls the timing of larval development in C. elegans; overexpressed in aggressive cancers

HMGA2

X

 

X

X

X

 

Chromatin modifier found in high levels in developing tissues; promotes adipogenesis

FEZF1-AS1

X

 

X

X

X

 

Long noncoding RNA possibly regulating FEZF1, which is critical for hypothalamus development; monogenic mutations in FEZF1 cause absent puberty

SDK1

X

    

X

Cell adhesion molecule in neurons; differentially methylated by childhood abuse

PKNOX2

  

X

X

  

Transcription factor; expressed in embryonic pituitary; candidate gene for congenital hypogonadotropic hypogonadism

FOXG1

  

X

X

X

 

Transcription factor critical for brain development; rare mutations cause microcephaly and developmental disability

NMT1

X

    

X

Enzyme catalyzing N-myristoylation to modify proteins; NMT inhibitors selectively kill senescent cells

ZIC1

  

X

X

X

 

Transcription factor important for neural crest development and cerebellar patterning

PRKCB

  

X

X

X

 

Kinase involved in cell survival; associated with Alzheimer’s

GRID1

X

  

X

 

X

Glutamate receptor subunit involved in synaptic plasticity; expression in hypothalamus changes at puberty in female rats

PRRT1

  

X

X

X

 

Transmembrane protein involved in synapse development; methylation previously associated with air pollution

OBI1-AS1

  

X

X

X

 

Long noncoding RNA possibly regulating OBI1, encoding a ligase essential for DNA replication; OBI1 identified as gene regulating muscle development in cattle

SIL1

X

  

X

X

X

Chaperone in protein folding; mutations affect muscle development

PPM1F

X

X

   

X

Phosphatase; expression regulated by stress and trauma; involved in apoptosis regulation

EIF4G3

X

X

   

X

Component of translation initiation complex; in model organisms, inhibiting expression arrests early development but extends lifespan in adulthood

LHFPL4

  

X

X

X

 

Involved in regulating formation of inhibitory synapses; methylation robustly associated with age across mammals

FOXO3

X

  

X

X

 

Transcription factor promoting longevity; variants linked to increased lifespan