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Series GSE137957 Query DataSets for GSE137957
Status Public on Apr 07, 2020
Title DNA methylation clocks as a predictor for ageing and age estimation in naked mole-rats, Heterocephalus glaber
Organism Heterocephalus glaber
Experiment type Methylation profiling by high throughput sequencing
Summary The naked mole-rat, Heterocephalus glaber (NMR), the longest-lived rodent with a maximum possible lifespan exceeding 33 years, is emerging as an important non-model organism for the study of longevity and healthspan. As such it is of significance and interest in the study of biomarkers for ageing in mammals. Recent breakthroughs in this field have indicated that ‘epigenetic clocks’ based on the temporal accumulation of DNA methylation at specific genomic sites can enable accurate age estimates for tissues across the lifespan of an individual. Here, we validate the hypothesis of an epigenetic clock in NMRs, and create a method for predicting the age of naked mole-rats based on changes in methylation of targeted CpG sites in regions known as ageing-associated differentially methylated positions (aDMPs). In the discovery phase, we performed a targeted analysis of 51 different CpGs in 24 different NMR livers spanning an age range from 39 weeks to 1,144 weeks. Of these 51 different sites, 23 were found to be significantly associated with age (p < 0.05). We then built a predictor of age using the 23 sites that showed an association with age. To test the accuracy of this model, we predicted age in an additional test set of 19 different livers spanning an age range 43 to 1,196 weeks. Our model was able to successfully predict age in the test with a root mean squared error (RMSE) of 166.11 weeks. We also profiled a 20 skin samples with the same age range and found a striking correlation between the predicted age of these samples versus their actual age (R=0.93). However, this correlation when compared to the liver samples showed a lower predicted age than actual age, suggesting that skin tissue ages slower than the liver in NMRs. Finally, we have produced freely available software tool that will take in raw sequencing data and produce an age prediction for new NMR samples. Our model will enable the prediction of age in wild caught naked mole-rats and captive animals of unknown age, and will be invaluable for further mechanistic studies of mammalian ageing.
 
Overall design DNA methylation at age-related differentially methylated sites was measured in naked mole rat (Heterocephalus glaber) liver and skin in animals of different ages to test whether the DNA methylation aging clock seen previously in liver applies to skin, allowing for age-typing of wild animals in future research.
 
Contributor(s) Lowe R, Danson AF
Citation(s) 32126024
Submission date Sep 24, 2019
Last update date Apr 07, 2020
Contact name Amy Frances Danson
E-mail(s) a.f.danson@qmul.ac.uk
Organization name The Blizard Institute
Department Centre for Genomics and Child Health
Lab Rakyan Lab
Street address 2 Newark St
City London
State/province Greater London
ZIP/Postal code E1 2AT
Country United Kingdom
 
Platforms (1)
GPL27526 Illumina MiSeq (Heterocephalus glaber)
Samples (39)
GSM4094972 A10
GSM4094973 A12
GSM4094974 A3
Relations
BioProject PRJNA573950
SRA SRP223220

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SOFT formatted family file(s) SOFTHelp
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Series Matrix File(s) TXTHelp

Supplementary file Size Download File type/resource
GSE137957_BisPCRSeq_methylation_levels.csv.gz 10.0 Kb (ftp)(http) CSV
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Raw data are available in SRA
Processed data are available on Series record

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