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Table 1 The 17 features considered in the models, highlighting the seven robustly selected through stepwise regression (in boldface text). The feature description does not include the scaling performed (Additional file 2: Table S4) to generate more comparable regression coefficients

From: Predicting microRNA targeting efficacy in Drosophila

Feature

Abbreviation

Description

Frequency chosen

Site

 Site type

site type

Type of site (8mer, 7mer-m8, or 7mer-A1) [37]

100%

 Site position 9

site9

Identity of nucleotide at position 9 of the site

2%

 Site position 10

site10

Identity of nucleotide at position 10 of the site

0%

 Local AU content

local_AU

AU content within 30 nucleotides of the site [37]

51%

 3′ supplementary pairing

3P_score

Supplementary pairing at the miRNA 3′ end [37]

4%

 Energy of 3′ supplementary pairing

3P_energy

Thermodynamic energy of supplementary pairing at the miRNA 3′ end (ΔG duplex – ΔG seed duplex) (Fig. 3c)

94%

 Predicted structural accessibility

SA

log10(Probability that a 25-nt segment centered on the match to miRNA position 7 is unpaired) (Fig. 3d)

92%

 Probability of conserved targetinga

P CT

Probability of site conservation, controlling for dinucleotide evolution and site context [57]

100%

mRNA

 5′ UTR length

len_5UTR

log10(Length of the 5′ UTR)

30%

 ORF length

len_ORF

log10(Length of the ORF) [51]

100%

 3′ UTR length

len_3UTR

log10(Length of the 3′ UTR) [91]

100%

 5′ UTR AU content

AU_5UTR

Fractional AU content in the 5′ UTR

17%

 ORF AU content

AU_ORF

Fractional AU content in the ORF

37%

 3′ UTR AU content

AU_3UTR

Fractional AU content in the 3′ UTR

56%

 Distance from stop codon

dist_stop

log10(Distance of site from stop codon)

4%

 Minimum distance

min_dist

log10(Minimum distance of site from stop codon or poly(A) cleavage site) [37, 41, 92]

55%

 Weak canonical sites in mRNA

other_sites

Number of 8mer sites in the 5′ UTR and ORF and offset-6mer, 6mer-A1, and 6mer sites in the 3′ UTR [51]

100%

  1. aOnly relevant for deeply conserved miRNA families