Table 1.
Agea) |
FI34b) |
Random numberc) |
|||
---|---|---|---|---|---|
CpG sited) | Importancee) | CpG sited) | Importancee) | CpG sited) | Importancee) |
cg18404925 | 30.4 | cg10458216 | 12.9 | cg02271560 | 12.0 |
cg21070864 | 27.0 | cg26188685 | 4.6 | cg10332616 | 7.9 |
cg26811352 | 14.9 | cg01290856 | 4.4 | cg26565544 | 4.9 |
cg16624788 | 14.5 | cg23765086 | 4.2 | cg00981070 | 4.7 |
cg01290856 | 12.7 | cg11177404 | 4.1 | cg12645852 | 4.3 |
cg13480818 | 10.9 | cg02716646 | 3.9 | cg04365609 | 3.7 |
cg03767951 | 9.7 | cg10043954 | 3.9 | cg05461182 | 3.7 |
cg01874084 | 9.5 | cg21561157 | 3.8 | cg05935052 | 3.6 |
cg07935657 | 7.3 | cg10223982 | 3.2 | cg03475190 | 3.5 |
cg13567404 | 7.2 | cg05304366 | 3.2 | cg10697491 | 3.4 |
The calendar ages (60–103 years) of 211 participants in the Louisiana Healthy Aging Study72) were regressed on DNA methylation values (beta) of 10,000 randomly selected CpG sites using a random forest regression method in R.
The same random forest as in a), with a frailty index, FI34, instead of calendar age.
The same random forest as in a), with a variable of randomly generated numbers instead of calendar age.
Probes used to assess DNA methylation levels of the CpG sites using the Infinium HumanMethylation450K BeadChip Kit (Illumina Inc., San Diego, CA, USA).
Scaled permutation-based variable importance scores calculated using the random forest.