predict ADAS and MMSE score based on genotype
python3
numpy
tensorflow2
sklearn
pandas
matplotlib
rpy2
glmnet
Here is only the description, not public download. Because the access permission should apply from The Alzheimer's Disease Neuroimaging Initiative (ADNI, http://adni.loni.usc.edu).
The genetic data include:
(1) ADNI_JansenNG_33gene_unimputed.bed
(2) ADNI_JansenNG_33gene_unimputed.fam
(3) ADNI_JansenNG_33gene_unimputed.bim
The selected ADAS subjects and scores file which appear both in genetic and image data is:
(1) ADAS_selected.csv
The selected MMSE subjects and scores file is:
(2) MMSE_selected.csv
For more information about the scores, please check https://adni.loni.usc.edu/wp-content/uploads/2012/08/instruction-about-data.pdf
Lasso
CNN
CNN with pretrained representaiton by autoencoder