Table 2 Top ranked selected features included in the final integrative multiOmics model for T2D prediction.

From: Predicting type 2 diabetes via machine learning integration of multiple omics from human pancreatic islets

Expression features

DNA methylation features

Genotype features

Phenotype features

Gene name

Illumina ID

Nearest gene/region *

SNP ID

Nearest gene/region

 

ARG2

cg00970981

intergenic

rs13279576_A

LOC101929294 / intronic

Age

ARL4C

cg02736232

IRF8 / TSS1500

rs7931183_A

ANO1 / intronic

Sex

BARX1

cg02966936

intergenic

rs7430710_A

intronic

BMI

CACNG5

cg02988288

TXNIP / 5'UTR

  

Stimulatory index (insulin secretion)

CHL1

cg03622758

ZDHHC3 / TSS1500

   

CLTRN

cg03770217

FAM109A / 5'UTR

   

CNTN5

cg04255401

intergenic

   

COMP

cg04577129

intergenic

   

CPXM2

cg05627498

intergenic

   

DKK3

cg06184251

intergenic

   

ELFN1

cg07175985

SACS / TSS200

   

FOXE1

cg08248985

ROR1 / 5'UTR

   

FSTL4

cg09216797

INPP5A / 5'UTR

   

FXYD2

cg09449232

RP11-266E14.1 / lincRNA

   

GABRA2

cg09467248

intergenic

   

GAD1

cg11515284

intergenic

   

GCNT4

cg12164242

NCOR2 / 5'UTR

   

GLRA1

cg12220370

RBFOX3 / 5'UTR

   

GRAMD2B

cg12451325

RP11-665G4.1 / antisense

   

HCN4

cg13336515

intergenic

   

KCNA1

cg13566279

intergenic

   

LRRC2

cg13970113

intergenic

   

LSAMP

cg14490520

intergenic

   

MPP1

cg14527110

P4HA2 / 5'UTR

   

NEFL

cg14534405

intergenic

   

NIPAL4

cg15630265

SHANK2 / 3'UTR

   

NOTUM

cg17826980

intergenic

   

OPRD1

cg21165486

MGST3 / 5'UTR

   

PCOLCE2

cg21533994

SLC15A4 / TSS200,3'UTR

   

PLA1A

cg25934997

SYNPO / 5'UTR

   

PRELP

cg25979005

intergenic

   

RASGRP1

cg26445440

intergenic

   

REEP1

cg26767974

HDAC4 / 5'UTR

   

RHOT1

     

SLC24A2

     

SLC2A2

     

SV2B

     

TFCP2L1

     
  1. These features were selected by PLS loading scores for ranking contributions of biomarkers, appearing in at least 70% of the 100 train-test split iterations.
  2. *based on GENCODE basic v.12.