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Table 1 The list of all features considered prior to feature selection

From: Using epigenomics data to predict gene expression in lung cancer

 

Average M value (Methylation)

Average Log Fold Change (Methylation)

Number of hypermethylated probes

Number of hypomethylated probes

Single nucleotide composition

Dinucleotide composition

Trinucleotide composition

Length of segment

Histone reads

Histone read comparisons (difference of reads/average of reads)

Conservation scores (PHASTCONS)

 

TSS 1500

TSS1500_avgMval

TSS1500_avglogFC

TSS1500_numHyper

TSS1500_numHypo

TSS1500_A

TSS1500_AA

TSS1500_AAA

--

TSS1500_S27

TSS1500_A27_minus_S27_divavg

TSS1500_vertebrate

 

TSS 200

TSS200_avgMval

TSS200_avglogFC

TSS200_numHyper

TSS200_numHypo

TSS200_A

TSS200_AA

TSS200_AAA

--

TSS200_S27

TSS200_A27_minus_S27_divavg

TSS200_vertebrate

 

UTR5

UTR5_avgMval

UTR5_avglogFC

UTR5_numHyper

UTR5_numHypo

UTR5_A

UTR5_AA

UTR5_AAA

UTR5_length

UTR5_S27

UTR5_A27_minus_S27_divavg

UTR5_vertebrate

 

First exon

first_exon_avgMval

first_exon_avglogFC

first_exon_numHyper

first_exon_numHypo

first_exon_A

first_exon_AA

first_exon_AAA

first_exon_length

first_exon_S27

first_exon_A27_minus_S27_divavg

first_exon_vertebrate

 

First Intron

first_intron_avgMval

first_intron_avglogFC

first_intron_numHyper

first_intron_numHypo

first_intron_A

first_intron_AA

first_intron_AAA

first_intron_length

first_intron_S27

first_intron_A27_minus_S27_divavg

first_intron_vertebrate

 

Exon Body

exon_avgMval

exon_avglogFC

exon_numHyper

exon_numHypo

exon_A

exon_AA

exon_AAA

exon_length

exon_S27

exon_A27_minus_S27_divavg

exon_vertebrate

 

Intron Body

intron_avgMval

intron_avglogFC

intron_numHyper

intron_numHypo

intron_A

intron_AA

intron_AAA

intron_length

intron_S27

intron_A27_minus_S27_divavg

intron_vertebrate

 

Coding Region (CDS)

CDS_avgMval

CDS_avglogFC

CDS_numHyper

CDS_numHypo

CDS_A

CDS_AA

CDS_AAA

CDS_length

CDS_S27

CDS_A27_minus_S27_divavg

CDS_vertebrate

 

Last Intron

last_intron_avgMval

last_intron_avglogFC

last_intron_numHyper

last_intron_numHypo

last_intron_A

last_intron_AA

last_intron_AAA

last_intron_length

last_intron_S27

last_intron_A27_minus_S27_divavg

last_intron_vertebrate

 

Last Exon

last_exon_avgMval

last_exon_avglogFC

last_exon_numHyper

last_exon_numHypo

last_exon_A

last_exon_AA

last_exon_AAA

last_exon_length

last_exon_S27

last_exon_A27_minus_S27_divavg

last_exon_vertebrate

 

UTR3

UTR3_avgMval

UTR3_avglogFC

UTR3_numHyper

UTR3_numHypo

UTR3_A

UTR3_AA

UTR3_AAA

UTR3_length

UTR3_S27

UTR3_A27_minus_S27_divavg

UTR3_vertebrate

 

Full Transcript

fullTranscript_avgMval

fullTranscript_avglogFC

fullTranscript_numHyper

fullTranscript_numHypo

fullTranscript_A

fullTranscript_AA

fullTranscript_AAA

fullTranscript_length

fullTranscript_S27

fullTranscript_A27_minus_S27_divavg

fullTranscript_vertebrate

 

Single Exon

single_exon_avgMval

single_exon_avglogFC

single_exon_numHyper

single_exon_numHypo

single_exon_A

single_exon_AA

single_exon_AAA

single_exon_length

single_exon_S27

single_exon_A27_minus_S27_divavg

single_exon_vertebrate

 

Single Intron

single_intron_avgMval

single_intron_avglogFC

single_intron_numHyper

single_intron_numHypo

single_intron_A

single_intron_AA

single_intron_AAA

single_intron_length

single_intron_S27

single_intron_A27_minus_S27_divavg

single_intron_vertebrate

 

Total Features

14

14

14

14

56

224

896

12

84

42

42

1412

Exon-exon junction distances:

Maximum distance to 5' end

Maximum distance to 3' end

Minimum distance to 5' end

Minimum distance to 3' end

Average distance to 5' end

Average Distance to 3' end

      

Hypermethylated

maxHyperTo5

maxHyperTo3

minHyperTo5

minHyperTo3

avgHyperTo5

avgHyperTo3

      

Hypomethylated

maxHypoTo5

maxHypoTo3

minHypoTo5

minHypoTo3

avgHypoTo5

avgHypoTo3

      

Total Features

2

2

2

2

2

2

12

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