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Background  DNA methylation levels change along with age, but few studies have examined the variation in the rate of such changes between individuals.    Methods  We performed a longitudinal analysis to quantify the variation in the rate of change of DNA methylation between individuals using whole blood DNA methylation array profiles collected at 2–4 time points ( N  = 2894) in 954 individuals (67–90 years).    Results  After stringent quality control, we identified 1507 DNA methylation CpG sites (rsCpGs) with statistically significant variation in the rate of change (random slope) of DNA methylation among individuals in a mixed linear model analysis. Genes in the vicinity of these rsCpGs were found to be enriched in Homeobox transcription factors and the Wnt signalling pathway, both of which are related to ageing processes. Furthermore, we investigated the SNP effect on the random slope. We found that 4 out of 1507 rsCpGs had one significant ( P  < 5 × 10 −8 /1507) SNP effect and 343 rsCpGs had at least one SNP effect (436 SNP-probe pairs) reaching genome-wide significance ( P  < 5 × 10 −8 ). Ninety-five percent of the significant ( P  < 5 × 10 −8 ) SNPs are on different chromosomes from their corresponding probes.    Conclusions  We identified CpG sites that have variability in the rate of change of DNA methylation between individuals, and our results suggest a genetic basis of this variation. Genes around these CpG sites have been reported to be involved in the ageing process.    Electronic supplementary material  The online version of this article (10.1186/s13073-018-0585-7) contains supplementary material, which is available to authorized users.

Genotype effects contribute to variation in longitudinal methylome patterns in older people